Add files using upload-large-folder tool

further_experiments/v6/_completed_runs/scientific_hjepa_headless_reverse_time_cifar100_seed42.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "acd7f9dd02f34aa7e4eadfe60873deb631c78134f89a2b49fd03423470d64a8a",
+  "active_objective_relative_path": "checkpoints/rebuttal/headless_hjepa/cifar100_hjepa_headless_reverse_time_seed42_active_objective.json",
+  "active_objective_sha256": "c4f8263a1e0ad6910b0e22d98632603cbdc0b496f4ac3a65063e86518a740d29",
+  "checkpoint_relative_path": "checkpoints/rebuttal/headless_hjepa/cifar100_hjepa_headless_reverse_time_seed42.pth",
+  "checkpoint_sha256": "e304177a20d6bb0086d580c24cadbe2bcd93bf9d1e2050fa439ae26ebec355a6",
+  "completed_at": 1785147444.175755,
+  "lane_id": "a100_core_seed42",
+  "run_id": "scientific_hjepa_headless_reverse_time_cifar100_seed42",
+  "run_metadata_relative_path": "runs_scientific/scientific_hjepa_headless_reverse_time_cifar100_seed42/run_metadata.json",
+  "run_metadata_sha256": "f02bfc28d9ed35011f8b08618bb4f1b3c29a0e6ab1cb7bd2b05efd269d9d3440",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_hjepa_headless_reverse_time_cifar100_seed43.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "acd7f9dd02f34aa7e4eadfe60873deb631c78134f89a2b49fd03423470d64a8a",
+  "active_objective_relative_path": "checkpoints/rebuttal/headless_hjepa/cifar100_hjepa_headless_reverse_time_seed43_active_objective.json",
+  "active_objective_sha256": "c4f8263a1e0ad6910b0e22d98632603cbdc0b496f4ac3a65063e86518a740d29",
+  "checkpoint_relative_path": "checkpoints/rebuttal/headless_hjepa/cifar100_hjepa_headless_reverse_time_seed43.pth",
+  "checkpoint_sha256": "9fabdb7354d26e226d4389099f1db953db0ab6fc8461879faff1645bea03b947",
+  "completed_at": 1785150140.2993398,
+  "lane_id": "a100_core_seed43",
+  "run_id": "scientific_hjepa_headless_reverse_time_cifar100_seed43",
+  "run_metadata_relative_path": "runs_scientific/scientific_hjepa_headless_reverse_time_cifar100_seed43/run_metadata.json",
+  "run_metadata_sha256": "85196a42114044b926feb7a5fdad7762745b8746373c1f5d1f491b6abc9d55fe",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_hjepa_sensitivity_default_cifar100_seed42.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "acd7f9dd02f34aa7e4eadfe60873deb631c78134f89a2b49fd03423470d64a8a",
+  "active_objective_relative_path": "checkpoints/rebuttal/headless_hjepa/cifar100_hjepa_sensitivity_default_epoch30_active_objective.json",
+  "active_objective_sha256": "c4f8263a1e0ad6910b0e22d98632603cbdc0b496f4ac3a65063e86518a740d29",
+  "checkpoint_relative_path": "checkpoints/rebuttal/headless_hjepa/cifar100_hjepa_headless_reverse_time_seed42_epoch_030.pth",
+  "checkpoint_sha256": "079b030f3ffe5c006662df3aafd27e5771b1801369c01b52c2a3e6d709103e32",
+  "completed_at": 1785176352.5935342,
+  "lane_id": "a100_sensitivity_primary",
+  "run_id": "scientific_hjepa_sensitivity_default_cifar100_seed42",
+  "run_metadata_relative_path": "runs_scientific/scientific_hjepa_sensitivity_default_cifar100_seed42/run_metadata.json",
+  "run_metadata_sha256": "f08af12ae2ca93eef609c6254a9e405407eda9ac8c85be309a7016dc7bab255b",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_hjepa_sensitivity_full_qp_cifar100_seed42.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "676d33d83f1ba4392611c759d33aa3a50da826b35d89258a3b893327c1b49c36",
+  "active_objective_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_matching_full_qp_active_objective.json",
+  "active_objective_sha256": "dd5ab992c2fb469cedddd71280f3f4b86176fba5a9bf94d272ca7c5954d0eef8",
+  "checkpoint_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_matching_full_qp.pth",
+  "checkpoint_sha256": "05221aa28ec30ac2c124b662ccc7fdfcb9ba01f03847f09a1bdc1c20643696a4",
+  "completed_at": 1785177899.1790416,
+  "lane_id": "a100_sensitivity_primary",
+  "run_id": "scientific_hjepa_sensitivity_full_qp_cifar100_seed42",
+  "run_metadata_relative_path": "runs_scientific/scientific_hjepa_sensitivity_full_qp_cifar100_seed42/run_metadata.json",
+  "run_metadata_sha256": "aa354343dd2456ec772c7e8bfe41b756a3fbab595e931a47fb1c35bdab40dc62",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_hjepa_sensitivity_horizon_k1_cifar100_seed42.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "8029889f337cf06afa0496eeda24223cecbb2ca6d6a364ff0bd4fe709aaf67d9",
+  "active_objective_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_horizon_k1_dt0p1_active_objective.json",
+  "active_objective_sha256": "a5bb98ba551ef4909d42580cf5ccc367406caa0ee1a7b7cd68f1c7a25bf1d753",
+  "checkpoint_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_horizon_k1_dt0p1.pth",
+  "checkpoint_sha256": "a3a0bd1315e1ffe13066d44dc8ccbe59c8cb12dca03b3ad5879ed7d3bf50f4ba",
+  "completed_at": 1785178678.1290414,
+  "lane_id": "a100_sensitivity_primary",
+  "run_id": "scientific_hjepa_sensitivity_horizon_k1_cifar100_seed42",
+  "run_metadata_relative_path": "runs_scientific/scientific_hjepa_sensitivity_horizon_k1_cifar100_seed42/run_metadata.json",
+  "run_metadata_sha256": "6ec0bdd0192694543ab3024835e50e64ed893534de7829e9dbad8ab9a8154560",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_hjepa_sensitivity_horizon_k4_cifar100_seed42.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "b48d012963224b7c89eaae0bb4726e688779768af7e14c06a8cb6c1f1e836e01",
+  "active_objective_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_horizon_k4_dt0p025_active_objective.json",
+  "active_objective_sha256": "855adb6ee32df1223ff7c70f883f75810361107f5313a7959943451202c16449",
+  "checkpoint_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_horizon_k4_dt0p025.pth",
+  "checkpoint_sha256": "3a8659502dfbe0aefdf1086f9fa2f26b2cefde866436daf36d6fc268b10e32d8",
+  "completed_at": 1785179467.8109334,
+  "lane_id": "a100_sensitivity_primary",
+  "run_id": "scientific_hjepa_sensitivity_horizon_k4_cifar100_seed42",
+  "run_metadata_relative_path": "runs_scientific/scientific_hjepa_sensitivity_horizon_k4_cifar100_seed42/run_metadata.json",
+  "run_metadata_sha256": "2eb86f53a51aa26824c31317d77342ee3c872eb4f61252fd9408274d0f247b4a",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_hjepa_sensitivity_q_only_cifar100_seed42.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "c378ec5e9e3d7923bebbe4dcd088e2ddface6b3b9bff6b212e5d981f99dfe640",
+  "active_objective_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_matching_q_only_active_objective.json",
+  "active_objective_sha256": "33adc6f643efc2115d51d9c5f7edcb58ff517fdc7ef67ffaf46291b438c3df54",
+  "checkpoint_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_matching_q_only.pth",
+  "checkpoint_sha256": "ab844da85be2d39846bce4d5fac3efd7631a76a5a4e5d09b8a368a57eb939e76",
+  "completed_at": 1785177114.9861288,
+  "lane_id": "a100_sensitivity_primary",
+  "run_id": "scientific_hjepa_sensitivity_q_only_cifar100_seed42",
+  "run_metadata_relative_path": "runs_scientific/scientific_hjepa_sensitivity_q_only_cifar100_seed42/run_metadata.json",
+  "run_metadata_sha256": "72cc3ca507dcb3a6538083f361724d348d57f7db8a345a8d681aad3e0b353462",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_hjepa_sensitivity_residual0_cifar100_seed42.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "bee05b68a197b8dd877fa3630fe3c0f135d8034b61502ddbf6834a0d05a8edb8",
+  "active_objective_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_residual_scale0_active_objective.json",
+  "active_objective_sha256": "db203156fcb3890f00f470e1f8d945f2b7cf4ab146726329feed8403fe4ce765",
+  "checkpoint_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_residual_scale0.pth",
+  "checkpoint_sha256": "14991bea2a14107e5abdf376640955785afe0123438e67eb7c2824b1d504977e",
+  "completed_at": 1785174098.885002,
+  "lane_id": "a100_sensitivity_secondary",
+  "run_id": "scientific_hjepa_sensitivity_residual0_cifar100_seed42",
+  "run_metadata_relative_path": "runs_scientific/scientific_hjepa_sensitivity_residual0_cifar100_seed42/run_metadata.json",
+  "run_metadata_sha256": "949432622dea43b262353a3b60ce797b874ecf9906c8e72003d3f69727171bfd",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_hjepa_sensitivity_residual0p05_cifar100_seed42.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "1602aae19aac38bb2d8cfdd560c56f852b26892466d2566e65bc99dd9089827c",
+  "active_objective_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_residual_scale0p05_active_objective.json",
+  "active_objective_sha256": "c994abfe30cd697252e2b8fe84256efb17261fb0ae4c3b7e69d268beb19a51c1",
+  "checkpoint_relative_path": "checkpoints/rebuttal/hjepa_sensitivity/cifar100_hjepa_sensitivity_residual_scale0p05.pth",
+  "checkpoint_sha256": "86eb773b1cb0e6d668242609819e1eac3730a5478badfb221fabd886a4aeee08",
+  "completed_at": 1785176438.2427773,
+  "lane_id": "a100_sensitivity_secondary",
+  "run_id": "scientific_hjepa_sensitivity_residual0p05_cifar100_seed42",
+  "run_metadata_relative_path": "runs_scientific/scientific_hjepa_sensitivity_residual0p05_cifar100_seed42/run_metadata.json",
+  "run_metadata_sha256": "bab0e25b34f86e54820d16806ab534e787c25d0f10c3f0eb570abdc551ea2a25",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_mlp_hjepa_result_era_rerun_cifar100_seed42.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "b55ad0c0c3c4cd2d8d58571606792a7cb4c8fd972d5722e20522299cd6c9dec6",
+  "active_objective_relative_path": "checkpoints/rebuttal/mlp_hjepa_result_era_rerun/cifar100_mlp_hjepa_result_era_rerun_seed42_active_objective.json",
+  "active_objective_sha256": "dc505d0611a25b94bb9fa4949a63b8f559a9a0e8ea7caa1234f38174c5f83cab",
+  "checkpoint_relative_path": "checkpoints/rebuttal/mlp_hjepa_result_era_rerun/cifar100_mlp_hjepa_result_era_rerun_seed42.pth",
+  "checkpoint_sha256": "6a8355b6d73109e5d0f4ee40e3fa9b6cdafc3815fb04d05c8527c4e667f644c9",
+  "completed_at": 1785151083.7430148,
+  "lane_id": "a100_core_seed42",
+  "run_id": "scientific_mlp_hjepa_result_era_rerun_cifar100_seed42",
+  "run_metadata_relative_path": "runs_scientific/scientific_mlp_hjepa_result_era_rerun_cifar100_seed42/run_metadata.json",
+  "run_metadata_sha256": "5a5b07b8fba2fa31338a4f3572c0cde14b7604812f9d850cba9eb6464db44be6",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_mlp_hjepa_result_era_rerun_cifar100_seed43.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "b55ad0c0c3c4cd2d8d58571606792a7cb4c8fd972d5722e20522299cd6c9dec6",
+  "active_objective_relative_path": "checkpoints/rebuttal/mlp_hjepa_result_era_rerun/cifar100_mlp_hjepa_result_era_rerun_seed43_active_objective.json",
+  "active_objective_sha256": "dc505d0611a25b94bb9fa4949a63b8f559a9a0e8ea7caa1234f38174c5f83cab",
+  "checkpoint_relative_path": "checkpoints/rebuttal/mlp_hjepa_result_era_rerun/cifar100_mlp_hjepa_result_era_rerun_seed43.pth",
+  "checkpoint_sha256": "f673a315ae0b279da4e29185d9a51be111b8ec267c4964c7979998ae218e0820",
+  "completed_at": 1785153778.1464102,
+  "lane_id": "a100_core_seed43",
+  "run_id": "scientific_mlp_hjepa_result_era_rerun_cifar100_seed43",
+  "run_metadata_relative_path": "runs_scientific/scientific_mlp_hjepa_result_era_rerun_cifar100_seed43/run_metadata.json",
+  "run_metadata_sha256": "1eab9d1f08af1ddabf0df0eb285f0f2daae45b7e9bd2d3e7cf46f99029524915",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_vpr_ns_rotation_cifar100_seed42.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "9ad5df4e42547acda9b3cbcc19d67ba2c97d727f190de73053721772abd17b7f",
+  "active_objective_relative_path": "checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42_active_objective.json",
+  "active_objective_sha256": "18121b6c8ed8faffe0bccf5753296ea9a6fb52043a60bde0fded54c107a14848",
+  "checkpoint_relative_path": "checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42.pth",
+  "checkpoint_sha256": "438eb9d962dccda5063b28b18b70814724f683cc6e8eda2bf01b83060b77b3b2",
+  "completed_at": 1785149269.407557,
+  "lane_id": "a100_core_seed42",
+  "run_id": "scientific_vpr_ns_rotation_cifar100_seed42",
+  "run_metadata_relative_path": "runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/run_metadata.json",
+  "run_metadata_sha256": "e84a3541c6bac7ef07ccc407509fed57a426154b1385e5dca4eca40749b63d85",
+  "schema_version": 1
+}

further_experiments/v6/_completed_runs/scientific_vpr_ns_rotation_cifar100_seed43.json

@@ -0,0 +1,13 @@
+{
+  "active_objective_file_sha256": "9ad5df4e42547acda9b3cbcc19d67ba2c97d727f190de73053721772abd17b7f",
+  "active_objective_relative_path": "checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed43_active_objective.json",
+  "active_objective_sha256": "18121b6c8ed8faffe0bccf5753296ea9a6fb52043a60bde0fded54c107a14848",
+  "checkpoint_relative_path": "checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed43.pth",
+  "checkpoint_sha256": "678d71ac64b709416b45ff2e346a754ea5695aadb6438cf7c11e6f8e69714fb1",
+  "completed_at": 1785151966.8340428,
+  "lane_id": "a100_core_seed43",
+  "run_id": "scientific_vpr_ns_rotation_cifar100_seed43",
+  "run_metadata_relative_path": "runs_scientific/scientific_vpr_ns_rotation_cifar100_seed43/run_metadata.json",
+  "run_metadata_sha256": "2a0bdf097f69f58cd34bde0953a2b13bb910f47c698a5d576d7571fdf8a49b8b",
+  "schema_version": 1
+}

further_experiments/v6/a100_eval_core_seed42/cifar100_dataset_manifest.json

@@ -0,0 +1,138 @@
+{
+  "classes": [
+    "apple",
+    "aquarium_fish",
+    "baby",
+    "bear",
+    "beaver",
+    "bed",
+    "bee",
+    "beetle",
+    "bicycle",
+    "bottle",
+    "bowl",
+    "boy",
+    "bridge",
+    "bus",
+    "butterfly",
+    "camel",
+    "can",
+    "castle",
+    "caterpillar",
+    "cattle",
+    "chair",
+    "chimpanzee",
+    "clock",
+    "cloud",
+    "cockroach",
+    "couch",
+    "crab",
+    "crocodile",
+    "cup",
+    "dinosaur",
+    "dolphin",
+    "elephant",
+    "flatfish",
+    "forest",
+    "fox",
+    "girl",
+    "hamster",
+    "house",
+    "kangaroo",
+    "keyboard",
+    "lamp",
+    "lawn_mower",
+    "leopard",
+    "lion",
+    "lizard",
+    "lobster",
+    "man",
+    "maple_tree",
+    "motorcycle",
+    "mountain",
+    "mouse",
+    "mushroom",
+    "oak_tree",
+    "orange",
+    "orchid",
+    "otter",
+    "palm_tree",
+    "pear",
+    "pickup_truck",
+    "pine_tree",
+    "plain",
+    "plate",
+    "poppy",
+    "porcupine",
+    "possum",
+    "rabbit",
+    "raccoon",
+    "ray",
+    "road",
+    "rocket",
+    "rose",
+    "sea",
+    "seal",
+    "shark",
+    "shrew",
+    "skunk",
+    "skyscraper",
+    "snail",
+    "snake",
+    "spider",
+    "squirrel",
+    "streetcar",
+    "sunflower",
+    "sweet_pepper",
+    "table",
+    "tank",
+    "telephone",
+    "television",
+    "tiger",
+    "tractor",
+    "train",
+    "trout",
+    "tulip",
+    "turtle",
+    "wardrobe",
+    "whale",
+    "willow_tree",
+    "wolf",
+    "woman",
+    "worm"
+  ],
+  "dataset": "cifar100",
+  "dataset_identity_sha256": "ba90d418b70cffad26c744f2df653614161e2a63d17f77c0f96b3a85b0e9cb93",
+  "files": [
+    {
+      "bytes": 0,
+      "path": "cifar-100-python/file.txt~",
+      "sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
+    },
+    {
+      "bytes": 1473,
+      "path": "cifar-100-python/meta",
+      "sha256": "a5d4786345c961390f865e93b434dbd5c6904ce880667e0cb888c97d449f28b9"
+    },
+    {
+      "bytes": 31049707,
+      "path": "cifar-100-python/test",
+      "sha256": "4b67687d9933c4db8f0831104447f15b93774f4f464bd0516f0f0f2ac83b7864"
+    },
+    {
+      "bytes": 155249918,
+      "path": "cifar-100-python/train",
+      "sha256": "735e79b04f092ca3d2e6d07f368c0a7d70d48c48d28865950cc24454cf45129b"
+    },
+    {
+      "bytes": 169001437,
+      "path": "cifar-100-python.tar.gz",
+      "sha256": "85cd44d02ba6437773c5bbd22e183051d648de2e7d6b014e1ef29b855ba677a7"
+    }
+  ],
+  "root": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data",
+  "schema_version": 1,
+  "status": "verified",
+  "test_images": 10000,
+  "train_images": 50000
+}

further_experiments/v6/a100_eval_core_seed42/cifar100_dataset_manifest.json.sha256.json

@@ -0,0 +1,6 @@
+{
+  "bytes": 2550,
+  "path": "cifar100_dataset_manifest.json",
+  "schema_version": 1,
+  "sha256": "2e5193288d5b645d12d677c84eb46effe56ef5de353b5f317d64fe1a736410a6"
+}

further_experiments/v6/a100_eval_core_seed42/lane.json

@@ -0,0 +1,6 @@
+{
+  "lane_id": "a100_eval_core_seed42",
+  "local_root": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42",
+  "release_version": "v6",
+  "schema_version": 1
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_sigreg_headless_cifar100_seed42/metrics/metric_robustness_encoder_preprojector.json

@@ -0,0 +1,1003 @@
+{
+  "checkpoint": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/checkpoints/rebuttal/headless_sigreg/cifar100_sigreg_headless_seed42.pth",
+  "checkpoint_load_info": {
+    "loaded_from_try": 0,
+    "representation_source": "encoder_preprojector",
+    "try_0_missing": 0,
+    "try_0_unexpected": 0
+  },
+  "checkpoint_sha256": "54db73fd2ce63e169aec50e45d17c0330dfb3cd36285658db4471a68128edba6",
+  "config": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_sigreg_headless_seed42.yaml",
+  "config_sha256": "8d980495346b8cc8ebc28630764a8149f18d6859ee189954bb57dada72d60a36",
+  "data_root": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data",
+  "dataset": "cifar100",
+  "dataset_manifest": {
+    "dataset_identity_sha256": "ba90d418b70cffad26c744f2df653614161e2a63d17f77c0f96b3a85b0e9cb93",
+    "manifest_file_sha256": "2e5193288d5b645d12d677c84eb46effe56ef5de353b5f317d64fe1a736410a6",
+    "path": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/cifar100_dataset_manifest.json"
+  },
+  "device": "cuda",
+  "feature_cache": {
+    "cache_content_sha256": "d25336a54691d16a34a9d82d5498db7b4c4686c5d40ca4f0c4602b9e4431cec5",
+    "cache_hit": false,
+    "cache_key": "c9f6b85340e795e0a57d97a96095cf41b57c774c6b836c5886181276eefab39d",
+    "extraction_metadata": {
+      "data_root": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data",
+      "dataset": "cifar100",
+      "dataset_identity_sha256": "ba90d418b70cffad26c744f2df653614161e2a63d17f77c0f96b3a85b0e9cb93",
+      "dataset_manifest_compatibility_sha256": null,
+      "dataset_relative_file_manifest_sha256": null,
+      "encoder_class": "eval.models.encoder_resnet.ResNetEncoder",
+      "image_size": 32,
+      "num_classes": 100,
+      "preprocessing": "cifar100_to_tensor_normalize_v1",
+      "representation_source": "encoder_preprojector",
+      "test_samples": 10000,
+      "train_samples": 50000
+    },
+    "path": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/runs_scientific/scientific_sigreg_headless_cifar100_seed42/feature_cache/c9f6b85340e795e0a57d97a96095cf41b57c774c6b836c5886181276eefab39d.pt",
+    "readout_metadata": {
+      "available_readouts": [
+        "q",
+        "p",
+        "qp"
+      ],
+      "feature_dim": 2048,
+      "layout": {
+        "default_evaluation_source": "encoder_preprojector",
+        "encoder_channel_split_qp": true,
+        "encoder_representation_dim": 2048,
+        "phase_space_after_projector": false,
+        "predictor_representation_split_qp": true,
+        "projected_training_state_dim": 2048
+      },
+      "q_dim": 1024,
+      "representation_source": "encoder_preprojector",
+      "split_qp": true
+    },
+    "tensor_sha256": {
+      "test_features": "d8269e20664537dfc556583f0c522729621d992adc96af6af45dfaa203edb811",
+      "test_labels": "bf3eb9e9a22835189586af450613454a7dbde751a109944802801a6500dc1364",
+      "train_features": "6f0d3aa371f9ddc18020f9a91d680efe01f0570849ba3d2e22b5795fbdd352fd",
+      "train_labels": "5e3dec60d4780c319b2bc4c5b4df0632a532241c98bb6971c74e0e7284f8801c"
+    }
+  },
+  "provenance_status": "rebuttal_manifest_run",
+  "readouts": {
+    "p": {
+      "effective_rank": {
+        "entropy": 95.26514434814453,
+        "fit_split": "train_only",
+        "participation_ratio": 45.750362396240234
+      },
+      "feature_dim": 1024,
+      "feature_geometry": {
+        "preprocessing_fit_split": "train_only",
+        "test": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 1024,
+          "mean_direction_fraction": 0.006277856882661581,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 2.534778356552124,
+          "random_pair_cosine_after_centering": {
+            "max": 0.8203879594802856,
+            "mean": -0.0012501053279265761,
+            "min": -0.42229098081588745,
+            "std": 0.139735609292984
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.8175132274627686,
+            "mean": 0.005440469365566969,
+            "min": -0.4266318082809448,
+            "std": 0.1401936560869217
+          },
+          "random_pair_seed": 2027,
+          "sample_count": 10000
+        },
+        "train": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 1024,
+          "mean_direction_fraction": 0.006033921614289284,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 2.492032527923584,
+          "random_pair_cosine_after_centering": {
+            "max": 0.8839829564094543,
+            "mean": -4.283888847567141e-05,
+            "min": -0.4663698673248291,
+            "std": 0.14124645292758942
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.8822555541992188,
+            "mean": 0.006441869307309389,
+            "min": -0.4913894236087799,
+            "std": 0.14177313446998596
+          },
+          "random_pair_seed": 2026,
+          "sample_count": 50000
+        }
+      },
+      "knn": {
+        "euclidean": {
+          "elapsed_sec": 0.43451428413391113,
+          "k20": {
+            "top1": 0.2774,
+            "top5": 0.5134
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "euclidean",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "euclidean",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.2703,
+            0.2595,
+            0.2719,
+            0.2774,
+            0.272,
+            0.2666,
+            0.2544
+          ],
+          "top5": [
+            0.2992,
+            0.4729,
+            0.4768,
+            0.5134,
+            0.5345,
+            0.5467,
+            0.5426
+          ],
+          "vote": "unweighted_majority"
+        },
+        "raw_cosine": {
+          "elapsed_sec": 0.48076963424682617,
+          "k20": {
+            "top1": 0.2668,
+            "top5": 0.5129
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "raw_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "raw_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.2686,
+            0.2535,
+            0.2681,
+            0.2668,
+            0.2566,
+            0.2432,
+            0.2281
+          ],
+          "top5": [
+            0.2982,
+            0.4658,
+            0.4792,
+            0.5129,
+            0.5312,
+            0.5318,
+            0.5237
+          ],
+          "vote": "unweighted_majority"
+        },
+        "shrinkage_whitened_cosine": {
+          "elapsed_sec": 2.500422477722168,
+          "k20": {
+            "top1": 0.2783,
+            "top5": 0.4793
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "shrinkage_whitened_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": "a09daa119efa978578258a50f5a272be54371357d2b002fb679504b20736d6d8",
+            "covariance_trace_over_dim": 0.9990519341636833,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": "dense_cholesky",
+            "mode": "shrinkage_whitened_cosine",
+            "ridge": 0.0009990519341636834,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "c7017f5f2e1aaa38acc97e19137817c4c8afa13b98549461c8da08232cdd53ac",
+            "whitening_lambda": 0.001
+          },
+          "top1": [
+            0.2753,
+            0.2521,
+            0.2717,
+            0.2783,
+            0.2808,
+            0.2799,
+            0.2795
+          ],
+          "top5": [
+            0.3051,
+            0.4593,
+            0.4544,
+            0.4793,
+            0.5131,
+            0.5304,
+            0.5379
+          ],
+          "vote": "unweighted_majority"
+        },
+        "train_mean_centered_cosine": {
+          "elapsed_sec": 0.6370007991790771,
+          "k20": {
+            "top1": 0.2661,
+            "top5": 0.513
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "train_mean_centered_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "train_mean_centered_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "c7017f5f2e1aaa38acc97e19137817c4c8afa13b98549461c8da08232cdd53ac",
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.2695,
+            0.2538,
+            0.2705,
+            0.2661,
+            0.2538,
+            0.2411,
+            0.2275
+          ],
+          "top5": [
+            0.2991,
+            0.4658,
+            0.4792,
+            0.513,
+            0.5336,
+            0.5311,
+            0.521
+          ],
+          "vote": "unweighted_majority"
+        }
+      },
+      "linear_probe": [
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.26609516143799,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 0,
+          "top1": 0.3197,
+          "top5": 0.5955,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.3504581451416,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 1,
+          "top1": 0.3183,
+          "top5": 0.5982,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.081020832061768,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 2,
+          "top1": 0.32,
+          "top5": 0.597,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.078672647476196,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 3,
+          "top1": 0.3188,
+          "top5": 0.5966,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 29.72702980041504,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 4,
+          "top1": 0.3185,
+          "top5": 0.5982,
+          "weight_decay": 1e-06
+        }
+      ],
+      "test_feature_sha256": "e7dadef02f6079edce02ca4131edb19a170fbfc7954eb65ccbf58942f84f90b8",
+      "train_feature_sha256": "6c3353cb3368f616013547c2a9f72d6d71c493f9366dfa01051d9ce0e6a72efb"
+    },
+    "q": {
+      "effective_rank": {
+        "entropy": 97.39226531982422,
+        "fit_split": "train_only",
+        "participation_ratio": 46.07548904418945
+      },
+      "feature_dim": 1024,
+      "feature_geometry": {
+        "preprocessing_fit_split": "train_only",
+        "test": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 1024,
+          "mean_direction_fraction": 0.005244090687483549,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 2.3735949993133545,
+          "random_pair_cosine_after_centering": {
+            "max": 0.7604565024375916,
+            "mean": -0.0014733109856024384,
+            "min": -0.4066787660121918,
+            "std": 0.14092285931110382
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.7614578604698181,
+            "mean": 0.003670311765745282,
+            "min": -0.3971291780471802,
+            "std": 0.14097057282924652
+          },
+          "random_pair_seed": 2027,
+          "sample_count": 10000
+        },
+        "train": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 1024,
+          "mean_direction_fraction": 0.0047680106945335865,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 2.2688050270080566,
+          "random_pair_cosine_after_centering": {
+            "max": 0.8243058323860168,
+            "mean": -0.00013123181997798383,
+            "min": -0.4535870850086212,
+            "std": 0.14063116908073425
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.82329922914505,
+            "mean": 0.004646811634302139,
+            "min": -0.4618905186653137,
+            "std": 0.1405545324087143
+          },
+          "random_pair_seed": 2026,
+          "sample_count": 50000
+        }
+      },
+      "knn": {
+        "euclidean": {
+          "elapsed_sec": 0.4610714912414551,
+          "k20": {
+            "top1": 0.2743,
+            "top5": 0.5071
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "euclidean",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "euclidean",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.2692,
+            0.2579,
+            0.2675,
+            0.2743,
+            0.2726,
+            0.2675,
+            0.2507
+          ],
+          "top5": [
+            0.2981,
+            0.4705,
+            0.4745,
+            0.5071,
+            0.5396,
+            0.541,
+            0.5383
+          ],
+          "vote": "unweighted_majority"
+        },
+        "raw_cosine": {
+          "elapsed_sec": 0.5425221920013428,
+          "k20": {
+            "top1": 0.2568,
+            "top5": 0.5024
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "raw_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "raw_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.2696,
+            0.2538,
+            0.2626,
+            0.2568,
+            0.2502,
+            0.2366,
+            0.2238
+          ],
+          "top5": [
+            0.2985,
+            0.4664,
+            0.4777,
+            0.5024,
+            0.52,
+            0.5209,
+            0.5099
+          ],
+          "vote": "unweighted_majority"
+        },
+        "shrinkage_whitened_cosine": {
+          "elapsed_sec": 2.5227482318878174,
+          "k20": {
+            "top1": 0.2759,
+            "top5": 0.4818
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "shrinkage_whitened_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": "fa37d51b1c8c8f9504a0351e1466478f33abe2c19627a340b4440ffb509fd300",
+            "covariance_trace_over_dim": 1.0492770011650232,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": "dense_cholesky",
+            "mode": "shrinkage_whitened_cosine",
+            "ridge": 0.0010492770011650233,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "bfe83fe0b2b99e479142dd34e3a088787503826193ff63bb042356678f4b1ae7",
+            "whitening_lambda": 0.001
+          },
+          "top1": [
+            0.2797,
+            0.2503,
+            0.2651,
+            0.2759,
+            0.2835,
+            0.2779,
+            0.2734
+          ],
+          "top5": [
+            0.3084,
+            0.4612,
+            0.4514,
+            0.4818,
+            0.5149,
+            0.5312,
+            0.5391
+          ],
+          "vote": "unweighted_majority"
+        },
+        "train_mean_centered_cosine": {
+          "elapsed_sec": 0.6368758678436279,
+          "k20": {
+            "top1": 0.2586,
+            "top5": 0.5038
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "train_mean_centered_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "train_mean_centered_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "bfe83fe0b2b99e479142dd34e3a088787503826193ff63bb042356678f4b1ae7",
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.2697,
+            0.254,
+            0.2622,
+            0.2586,
+            0.2491,
+            0.2356,
+            0.2244
+          ],
+          "top5": [
+            0.2982,
+            0.4667,
+            0.4788,
+            0.5038,
+            0.5208,
+            0.5187,
+            0.5126
+          ],
+          "vote": "unweighted_majority"
+        }
+      },
+      "linear_probe": [
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.057401657104492,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 0,
+          "top1": 0.3254,
+          "top5": 0.6014,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 29.72011399269104,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 1,
+          "top1": 0.3235,
+          "top5": 0.6008,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.09429931640625,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 2,
+          "top1": 0.3229,
+          "top5": 0.6015,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.56011176109314,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 3,
+          "top1": 0.3239,
+          "top5": 0.6019,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.42420792579651,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 4,
+          "top1": 0.3235,
+          "top5": 0.6027,
+          "weight_decay": 1e-06
+        }
+      ],
+      "test_feature_sha256": "dc8cba3c3c6fafaa8053c85c79335979106409ba2a3a28434a7f038cac4c9ee2",
+      "train_feature_sha256": "cc6bdcc6771833db2bb8df4f6764c045f8660c4e43a118e40ca50d8d41305008"
+    },
+    "qp": {
+      "effective_rank": {
+        "entropy": 134.9610137939453,
+        "fit_split": "train_only",
+        "participation_ratio": 65.60887908935547
+      },
+      "feature_dim": 2048,
+      "feature_geometry": {
+        "preprocessing_fit_split": "train_only",
+        "test": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 2048,
+          "mean_direction_fraction": 0.005748435854911804,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 3.4726150035858154,
+          "random_pair_cosine_after_centering": {
+            "max": 0.7955355048179626,
+            "mean": -0.001472758362069726,
+            "min": -0.3107392489910126,
+            "std": 0.11931231617927551
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.7940387725830078,
+            "mean": 0.004419080913066864,
+            "min": -0.2991845905780792,
+            "std": 0.1193702444434166
+          },
+          "random_pair_seed": 2027,
+          "sample_count": 10000
+        },
+        "train": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 2048,
+          "mean_direction_fraction": 0.005385847762227058,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 3.3701188564300537,
+          "random_pair_cosine_after_centering": {
+            "max": 0.8559585213661194,
+            "mean": -0.00013597405632026494,
+            "min": -0.3219750225543976,
+            "std": 0.11943012475967407
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.855107843875885,
+            "mean": 0.005473177880048752,
+            "min": -0.3125162720680237,
+            "std": 0.11950458586215973
+          },
+          "random_pair_seed": 2026,
+          "sample_count": 50000
+        }
+      },
+      "knn": {
+        "euclidean": {
+          "elapsed_sec": 0.43444299697875977,
+          "k20": {
+            "top1": 0.2954,
+            "top5": 0.5298
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "euclidean",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "euclidean",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.2836,
+            0.2732,
+            0.288,
+            0.2954,
+            0.2913,
+            0.2803,
+            0.2682
+          ],
+          "top5": [
+            0.3115,
+            0.4896,
+            0.4952,
+            0.5298,
+            0.5595,
+            0.5666,
+            0.563
+          ],
+          "vote": "unweighted_majority"
+        },
+        "raw_cosine": {
+          "elapsed_sec": 0.7546346187591553,
+          "k20": {
+            "top1": 0.2797,
+            "top5": 0.5274
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "raw_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "raw_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.282,
+            0.2681,
+            0.2779,
+            0.2797,
+            0.2637,
+            0.2527,
+            0.2396
+          ],
+          "top5": [
+            0.3102,
+            0.4793,
+            0.4975,
+            0.5274,
+            0.5429,
+            0.543,
+            0.5324
+          ],
+          "vote": "unweighted_majority"
+        },
+        "shrinkage_whitened_cosine": {
+          "elapsed_sec": 7.537739515304565,
+          "k20": {
+            "top1": 0.2941,
+            "top5": 0.5021
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "shrinkage_whitened_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": "d89312153e61e3b0567499577962bb9b44422c9253565b42b124e4a13c857593",
+            "covariance_trace_over_dim": 1.0241645457909159,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": "dense_cholesky",
+            "mode": "shrinkage_whitened_cosine",
+            "ridge": 0.0010241645457909159,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "c1c9b3b287d874061c957f06c2cf0ada024942c9b47c245f2bd57917369b67f1",
+            "whitening_lambda": 0.001
+          },
+          "top1": [
+            0.293,
+            0.2763,
+            0.2899,
+            0.2941,
+            0.301,
+            0.2972,
+            0.2944
+          ],
+          "top5": [
+            0.3215,
+            0.4807,
+            0.4765,
+            0.5021,
+            0.5394,
+            0.5551,
+            0.5605
+          ],
+          "vote": "unweighted_majority"
+        },
+        "train_mean_centered_cosine": {
+          "elapsed_sec": 1.0575051307678223,
+          "k20": {
+            "top1": 0.281,
+            "top5": 0.528
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "train_mean_centered_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "train_mean_centered_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "c1c9b3b287d874061c957f06c2cf0ada024942c9b47c245f2bd57917369b67f1",
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.2825,
+            0.2684,
+            0.2787,
+            0.281,
+            0.2614,
+            0.2518,
+            0.2372
+          ],
+          "top5": [
+            0.3108,
+            0.4786,
+            0.4992,
+            0.528,
+            0.5426,
+            0.5434,
+            0.5344
+          ],
+          "vote": "unweighted_majority"
+        }
+      },
+      "linear_probe": [
+        {
+          "batch_size": 256,
+          "elapsed_sec": 33.14738726615906,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 0,
+          "top1": 0.3454,
+          "top5": 0.6239,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 33.62829375267029,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 1,
+          "top1": 0.346,
+          "top5": 0.623,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 34.23457670211792,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 2,
+          "top1": 0.3455,
+          "top5": 0.6232,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 33.66143584251404,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 3,
+          "top1": 0.3464,
+          "top5": 0.6228,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 33.248074769973755,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 4,
+          "top1": 0.3467,
+          "top5": 0.6238,
+          "weight_decay": 1e-06
+        }
+      ],
+      "test_feature_sha256": "d8269e20664537dfc556583f0c522729621d992adc96af6af45dfaa203edb811",
+      "train_feature_sha256": "6f0d3aa371f9ddc18020f9a91d680efe01f0570849ba3d2e22b5795fbdd352fd"
+    }
+  },
+  "schema_version": 1,
+  "source_commit": "894311e0126ac9786267ed42796640718bfd6e91",
+  "whitening_policy": {
+    "fit_split": "train_only",
+    "formula": "lambda * trace(train_covariance) / d",
+    "lambda": 0.001,
+    "test_label_tuning": false
+  }
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_sigreg_headless_cifar100_seed42/metrics/metric_robustness_encoder_preprojector.json.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 29279,
+  "path": "metric_robustness_encoder_preprojector.json",
+  "sha256": "11f3ab677ce6a2f6b7efd2af36fd635486933a8e2578cdce41c6e9f1107d2bd7"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_sigreg_headless_cifar100_seed42/run_metadata.json

@@ -0,0 +1,153 @@
+{
+  "active_config": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_sigreg_headless_seed42.yaml",
+  "active_config_sha256": "8d980495346b8cc8ebc28630764a8149f18d6859ee189954bb57dada72d60a36",
+  "checkpoint": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/checkpoints/rebuttal/headless_sigreg/cifar100_sigreg_headless_seed42.pth",
+  "checkpoint_sha256": "54db73fd2ce63e169aec50e45d17c0330dfb3cd36285658db4471a68128edba6",
+  "comparison_families": [
+    "headless_causal",
+    "learned_marginal"
+  ],
+  "completed_at_unix": 1785185737.7958515,
+  "completed_stages": [
+    "evaluate",
+    "train"
+  ],
+  "dataset": "cifar100",
+  "dataset_manifest": null,
+  "dataset_protocol_id": "cifar100_mc2_32px_batch512_adamw_cosine80_v1",
+  "declared_epochs": 80,
+  "declared_parameter_counts": {
+    "encoder": 11177088,
+    "predictor": 0,
+    "projector": 0,
+    "regularizer": 0,
+    "total_trainable": 11177088
+  },
+  "direction_semantics": "off",
+  "dry_run": false,
+  "elapsed_sec": 532.8191730976105,
+  "encoder_protocol_id": "resnet18_cifar_layer3_tokens_8x8x32_dim2048_v1",
+  "environment": {
+    "cpu_count": 12,
+    "cuda_available": true,
+    "cuda_runtime": "12.1",
+    "cudnn": 8902,
+    "executable": "/usr/bin/python3",
+    "gpu_names": [
+      "NVIDIA A100-SXM4-40GB"
+    ],
+    "machine": "x86_64",
+    "mps_available": false,
+    "pip_freeze_sha256": "377c96480f32393edffc849326e68e1d5ef59c795ff641b0728911c9844d2cc7",
+    "platform": "Linux-6.6.122+-x86_64-with-glibc2.35",
+    "python": "3.12.13",
+    "torch": "2.2.2+cu121"
+  },
+  "epochs": 80,
+  "evaluation_representations": [
+    "encoder_preprojector"
+  ],
+  "frozen_source_commit_sha": "894311e0126ac9786267ed42796640718bfd6e91",
+  "frozen_source_ref": "neurips-rebuttal-precompute-v6",
+  "frozen_source_resolution": "immutable_tag",
+  "git": {
+    "branch": "HEAD",
+    "commit": "894311e0126ac9786267ed42796640718bfd6e91",
+    "commit_matches_frozen_source": true,
+    "dirty": false,
+    "frozen_source_commit_sha": "894311e0126ac9786267ed42796640718bfd6e91",
+    "frozen_source_ref": "neurips-rebuttal-precompute-v6",
+    "frozen_source_resolution": "immutable_tag",
+    "status_sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
+    "tracked_diff_sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
+  },
+  "imagenet_runtime_systems_profile": null,
+  "implementation_semantics": {
+    "bidirectional_mode": "off",
+    "class": "corrected",
+    "group": "sigreg_headless_v1",
+    "phase_space_after_projector": false,
+    "predictor_family": "none"
+  },
+  "job_type": "train",
+  "manifest": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/manifest.yaml",
+  "manifest_sha256": "770e6d968bff0d06b3216080e01f3d2796866ebfa973f7f0da70a4419f4ed7d9",
+  "matching_mode": "view_mean",
+  "method": "sigreg_headless",
+  "metrics_sha256": "11f3ab677ce6a2f6b7efd2af36fd635486933a8e2578cdce41c6e9f1107d2bd7",
+  "metrics_sha256_by_representation": {
+    "encoder_preprojector": "11f3ab677ce6a2f6b7efd2af36fd635486933a8e2578cdce41c6e9f1107d2bd7"
+  },
+  "objective_protocol_id": "sigreg_view_mean_v1",
+  "paired_baselines": [],
+  "projector_protocol_id": "identity_2048_v1",
+  "requested_stages": [
+    "evaluate"
+  ],
+  "reuse_checkpoint_from": null,
+  "run_id": "scientific_sigreg_headless_cifar100_seed42",
+  "schema_version": 2,
+  "seed": 42,
+  "source_commit_matches_frozen": true,
+  "source_config": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_sigreg_headless_seed42.yaml",
+  "source_config_sha256": "8d980495346b8cc8ebc28630764a8149f18d6859ee189954bb57dada72d60a36",
+  "source_publication_verification": {
+    "archive_sha256": "0cff537be761e71d6e9936f866b79e233634a48713fa69cf64caa21b3362c1d6",
+    "mode": "hash_verified_private_source_archive_with_embedded_tag",
+    "tagged_commit": "894311e0126ac9786267ed42796640718bfd6e91"
+  },
+  "stage_invocation_started_at_unix": 1785185204.976679,
+  "stages": [
+    {
+      "command": [
+        "/usr/bin/python3",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/scripts/eval_metric_robustness.py",
+        "--config",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_sigreg_headless_seed42.yaml",
+        "--ckpt",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/checkpoints/rebuttal/headless_sigreg/cifar100_sigreg_headless_seed42.pth",
+        "--dataset",
+        "cifar100",
+        "--data_root",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data",
+        "--cache_dir",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_sigreg_headless_cifar100_seed42/feature_cache",
+        "--out",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_sigreg_headless_cifar100_seed42/metrics/.metric_robustness_encoder_preprojector.inprogress_001.json",
+        "--device",
+        "auto",
+        "--representation",
+        "encoder_preprojector",
+        "--readouts",
+        "auto",
+        "--knn_modes",
+        "raw_cosine,train_mean_centered_cosine,euclidean,shrinkage_whitened_cosine",
+        "--knn_ks",
+        "1,5,10,20,50,100,200",
+        "--probe_seeds",
+        "0,1,2,3,4",
+        "--probe_epochs",
+        "50",
+        "--whitening_lambda",
+        "0.001",
+        "--provenance-status",
+        "rebuttal_manifest_run",
+        "--num_workers",
+        "4",
+        "--dataset_manifest",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/cifar100_dataset_manifest.json",
+        "--require_dataset_manifest"
+      ],
+      "command_shell": "/usr/bin/python3 /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/scripts/eval_metric_robustness.py --config /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_sigreg_headless_seed42.yaml --ckpt /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/checkpoints/rebuttal/headless_sigreg/cifar100_sigreg_headless_seed42.pth --dataset cifar100 --data_root /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data --cache_dir /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_sigreg_headless_cifar100_seed42/feature_cache --out /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_sigreg_headless_cifar100_seed42/metrics/.metric_robustness_encoder_preprojector.inprogress_001.json --device auto --representation encoder_preprojector --readouts auto --knn_modes raw_cosine,train_mean_centered_cosine,euclidean,shrinkage_whitened_cosine --knn_ks 1,5,10,20,50,100,200 --probe_seeds 0,1,2,3,4 --probe_epochs 50 --whitening_lambda 0.001 --provenance-status rebuttal_manifest_run --num_workers 4 --dataset_manifest /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/cifar100_dataset_manifest.json --require_dataset_manifest",
+      "elapsed_sec": 532.5178120136261,
+      "name": "evaluate_encoder_preprojector",
+      "return_code": 0,
+      "stderr": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/runs_scientific/scientific_sigreg_headless_cifar100_seed42/logs/evaluate_encoder_preprojector.stderr.log",
+      "stderr_sha256": "286456f51d2a194792c0a3fc509dbe0e1fd2151f8c017b83b6f8ab07773cf93c",
+      "stdout": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/runs_scientific/scientific_sigreg_headless_cifar100_seed42/logs/evaluate_encoder_preprojector.stdout.log",
+      "stdout_sha256": "f0f2ded8d17322655075f5e500d44277fd106859d5c811e05c9599a7ed5f6851"
+    }
+  ],
+  "started_at_unix": 1785185204.9766784,
+  "status": "stage_complete"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_sigreg_headless_cifar100_seed42/run_metadata.json.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 7781,
+  "path": "run_metadata.json",
+  "sha256": "1dd95e75e6fd29cdaea4e0e995afbd12d8622acf866e38578a0bf60df1ad8709"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/feature_cache/4a98ea45634d2471e266a8ed1b748a8ddd28b11326958de5ac018cb50b60e210.json

@@ -0,0 +1,69 @@
+{
+  "cache_content_sha256": "cd9852ccc0c0e4682f136b36797e179e51eee93b92911a4f1926dc072135d877",
+  "cache_file": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/feature_cache/4a98ea45634d2471e266a8ed1b748a8ddd28b11326958de5ac018cb50b60e210.pt",
+  "cache_key": "4a98ea45634d2471e266a8ed1b748a8ddd28b11326958de5ac018cb50b60e210",
+  "checkpoint_sha256": "438eb9d962dccda5063b28b18b70814724f683cc6e8eda2bf01b83060b77b3b2",
+  "config_sha256": "711c69e1add565cedc1e9030629101a4bcc1393c84106ac94d7df99ebce0e5cb",
+  "extraction_metadata": {
+    "data_root": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data",
+    "dataset": "cifar100",
+    "dataset_identity_sha256": "ba90d418b70cffad26c744f2df653614161e2a63d17f77c0f96b3a85b0e9cb93",
+    "dataset_manifest_compatibility_sha256": null,
+    "dataset_relative_file_manifest_sha256": null,
+    "encoder_class": "eval.models.encoder_resnet.ResNetEncoder",
+    "image_size": 32,
+    "num_classes": 100,
+    "preprocessing": "cifar100_to_tensor_normalize_v1",
+    "representation_source": "encoder_preprojector",
+    "test_samples": 10000,
+    "train_samples": 50000
+  },
+  "readout_metadata": {
+    "available_readouts": [
+      "q",
+      "p",
+      "qp"
+    ],
+    "feature_dim": 2048,
+    "layout": {
+      "default_evaluation_source": "encoder_preprojector",
+      "encoder_channel_split_qp": true,
+      "encoder_representation_dim": 2048,
+      "phase_space_after_projector": false,
+      "predictor_representation_split_qp": true,
+      "projected_training_state_dim": 2048
+    },
+    "q_dim": 1024,
+    "representation_source": "encoder_preprojector",
+    "split_qp": true
+  },
+  "schema_version": 1,
+  "tensor_dtypes": {
+    "test_features": "torch.float32",
+    "test_labels": "torch.int64",
+    "train_features": "torch.float32",
+    "train_labels": "torch.int64"
+  },
+  "tensor_sha256": {
+    "test_features": "2b0ccb992083b624014dd61b53f0206ccfc16f9f05471c07463cbdb2b1192a84",
+    "test_labels": "bf3eb9e9a22835189586af450613454a7dbde751a109944802801a6500dc1364",
+    "train_features": "9a4aeb9bd3de64fe02562c317c56c9cd2506001e213d87a691051144a4f25b33",
+    "train_labels": "5e3dec60d4780c319b2bc4c5b4df0632a532241c98bb6971c74e0e7284f8801c"
+  },
+  "tensor_shapes": {
+    "test_features": [
+      10000,
+      2048
+    ],
+    "test_labels": [
+      10000
+    ],
+    "train_features": [
+      50000,
+      2048
+    ],
+    "train_labels": [
+      50000
+    ]
+  }
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/feature_cache/4a98ea45634d2471e266a8ed1b748a8ddd28b11326958de5ac018cb50b60e210.json.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 2482,
+  "path": "4a98ea45634d2471e266a8ed1b748a8ddd28b11326958de5ac018cb50b60e210.json",
+  "sha256": "a10f47352fa582025547b85f1f725ba2a3492b4764984ba01c6e06fb49ed565a"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/feature_cache/4a98ea45634d2471e266a8ed1b748a8ddd28b11326958de5ac018cb50b60e210.pt.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 492004600,
+  "path": "4a98ea45634d2471e266a8ed1b748a8ddd28b11326958de5ac018cb50b60e210.pt",
+  "sha256": "85219098a0a1083d891b7234a8861b5952618e054bdfb8fefcbad5a64f704aca"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/dynamics.stderr.log

@@ -0,0 +1,2 @@
+[transformers] Disabling PyTorch because PyTorch >= 2.4 is required but found 2.2.2+cu121
+[transformers] PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/dynamics.stderr.log.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 226,
+  "path": "dynamics.stderr.log",
+  "sha256": "286456f51d2a194792c0a3fc509dbe0e1fd2151f8c017b83b6f8ab07773cf93c"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/dynamics.stdout.log

@@ -0,0 +1,4 @@
+
+$ /usr/bin/python3 /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/scripts/eval_predictor_dynamics.py --checkpoint /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42.pth --config /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_vpr_ns_rotation_seed42.yaml --dataset cifar100 --data-root /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data --num-pairs 5000 --encode-batch-size 256 --dynamics-batch-size 256 --num-workers 4 --device auto --covariance-projection-dim 64 --trajectory-samples 20 --out /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/.predictor_dynamics.inprogress_001.json --plot-dir /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/.plots.inprogress_001 --provenance-status rebuttal_manifest_run --feature-cache-hash cd9852ccc0c0e4682f136b36797e179e51eee93b92911a4f1926dc072135d877
+[predictor-dynamics] encoded 5000 pairs
+[predictor-dynamics] wrote /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/.predictor_dynamics.inprogress_001.json

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/dynamics.stdout.log.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 1376,
+  "path": "dynamics.stdout.log",
+  "sha256": "06919c023a9508125667587ca31e191a320ffccbfc5863a072b1133245b5e02b"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/evaluate_encoder_preprojector.stderr.log

@@ -0,0 +1,2 @@
+[transformers] Disabling PyTorch because PyTorch >= 2.4 is required but found 2.2.2+cu121
+[transformers] PyTorch was not found. Models won't be available and only tokenizers, configuration and file/data utilities can be used.

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/evaluate_encoder_preprojector.stderr.log.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 226,
+  "path": "evaluate_encoder_preprojector.stderr.log",
+  "sha256": "286456f51d2a194792c0a3fc509dbe0e1fd2151f8c017b83b6f8ab07773cf93c"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/evaluate_encoder_preprojector.stdout.log

@@ -0,0 +1,34 @@
+
+$ /usr/bin/python3 /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/scripts/eval_metric_robustness.py --config /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_vpr_ns_rotation_seed42.yaml --ckpt /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42.pth --dataset cifar100 --data_root /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data --cache_dir /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/feature_cache --out /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/.metric_robustness_encoder_preprojector.inprogress_001.json --device auto --representation encoder_preprojector --readouts auto --knn_modes raw_cosine,train_mean_centered_cosine,euclidean,shrinkage_whitened_cosine --knn_ks 1,5,10,20,50,100,200 --probe_seeds 0,1,2,3,4 --probe_epochs 50 --whitening_lambda 0.001 --provenance-status rebuttal_manifest_run --num_workers 4 --dataset_manifest /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/cifar100_dataset_manifest.json --require_dataset_manifest
+Files already downloaded and verified
+Files already downloaded and verified
+[feature-cache] extracted train=(50000, 2048) test=(10000, 2048) in 4.3s
+[feature-cache] created /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/feature_cache/4a98ea45634d2471e266a8ed1b748a8ddd28b11326958de5ac018cb50b60e210.pt content_sha256=cd9852ccc0c0e4682f136b36797e179e51eee93b92911a4f1926dc072135d877
+[knn] readout=q mode=raw_cosine k20=0.3466 elapsed=0.5s
+[knn] readout=q mode=train_mean_centered_cosine k20=0.3459 elapsed=0.6s
+[knn] readout=q mode=euclidean k20=0.34 elapsed=0.5s
+[knn] readout=q mode=shrinkage_whitened_cosine k20=0.3921 elapsed=2.5s
+[probe] readout=q seed=0 top1=0.441800000000 elapsed=29.6s
+[probe] readout=q seed=1 top1=0.440900000000 elapsed=30.3s
+[probe] readout=q seed=2 top1=0.442300000000 elapsed=30.5s
+[probe] readout=q seed=3 top1=0.442900000000 elapsed=30.1s
+[probe] readout=q seed=4 top1=0.442000000000 elapsed=30.4s
+[knn] readout=p mode=raw_cosine k20=0.3345 elapsed=0.5s
+[knn] readout=p mode=train_mean_centered_cosine k20=0.334 elapsed=0.6s
+[knn] readout=p mode=euclidean k20=0.328 elapsed=0.4s
+[knn] readout=p mode=shrinkage_whitened_cosine k20=0.3911 elapsed=2.5s
+[probe] readout=p seed=0 top1=0.438800000000 elapsed=30.1s
+[probe] readout=p seed=1 top1=0.439300000000 elapsed=30.4s
+[probe] readout=p seed=2 top1=0.437600000000 elapsed=30.2s
+[probe] readout=p seed=3 top1=0.437800000000 elapsed=29.9s
+[probe] readout=p seed=4 top1=0.440700000000 elapsed=30.2s
+[knn] readout=qp mode=raw_cosine k20=0.3387 elapsed=0.8s
+[knn] readout=qp mode=train_mean_centered_cosine k20=0.3381 elapsed=1.1s
+[knn] readout=qp mode=euclidean k20=0.3327 elapsed=0.4s
+[knn] readout=qp mode=shrinkage_whitened_cosine k20=0.4009 elapsed=7.5s
+[probe] readout=qp seed=0 top1=0.442500000000 elapsed=33.4s
+[probe] readout=qp seed=1 top1=0.442600000000 elapsed=33.2s
+[probe] readout=qp seed=2 top1=0.444300000000 elapsed=33.2s
+[probe] readout=qp seed=3 top1=0.443300000000 elapsed=33.1s
+[probe] readout=qp seed=4 top1=0.442800000000 elapsed=33.3s
+[metric-robustness] wrote /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/.metric_robustness_encoder_preprojector.inprogress_001.json

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/evaluate_encoder_preprojector.stdout.log.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 3648,
+  "path": "evaluate_encoder_preprojector.stdout.log",
+  "sha256": "a69743bcc262840e586cb88da155b51db1f320faa0564b345d3221bc9d11f882"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/metric_robustness_encoder_preprojector.json

@@ -0,0 +1,1003 @@
+{
+  "checkpoint": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42.pth",
+  "checkpoint_load_info": {
+    "loaded_from_try": 0,
+    "representation_source": "encoder_preprojector",
+    "try_0_missing": 0,
+    "try_0_unexpected": 0
+  },
+  "checkpoint_sha256": "438eb9d962dccda5063b28b18b70814724f683cc6e8eda2bf01b83060b77b3b2",
+  "config": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_vpr_ns_rotation_seed42.yaml",
+  "config_sha256": "711c69e1add565cedc1e9030629101a4bcc1393c84106ac94d7df99ebce0e5cb",
+  "data_root": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data",
+  "dataset": "cifar100",
+  "dataset_manifest": {
+    "dataset_identity_sha256": "ba90d418b70cffad26c744f2df653614161e2a63d17f77c0f96b3a85b0e9cb93",
+    "manifest_file_sha256": "2e5193288d5b645d12d677c84eb46effe56ef5de353b5f317d64fe1a736410a6",
+    "path": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/cifar100_dataset_manifest.json"
+  },
+  "device": "cuda",
+  "feature_cache": {
+    "cache_content_sha256": "cd9852ccc0c0e4682f136b36797e179e51eee93b92911a4f1926dc072135d877",
+    "cache_hit": false,
+    "cache_key": "4a98ea45634d2471e266a8ed1b748a8ddd28b11326958de5ac018cb50b60e210",
+    "extraction_metadata": {
+      "data_root": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data",
+      "dataset": "cifar100",
+      "dataset_identity_sha256": "ba90d418b70cffad26c744f2df653614161e2a63d17f77c0f96b3a85b0e9cb93",
+      "dataset_manifest_compatibility_sha256": null,
+      "dataset_relative_file_manifest_sha256": null,
+      "encoder_class": "eval.models.encoder_resnet.ResNetEncoder",
+      "image_size": 32,
+      "num_classes": 100,
+      "preprocessing": "cifar100_to_tensor_normalize_v1",
+      "representation_source": "encoder_preprojector",
+      "test_samples": 10000,
+      "train_samples": 50000
+    },
+    "path": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/feature_cache/4a98ea45634d2471e266a8ed1b748a8ddd28b11326958de5ac018cb50b60e210.pt",
+    "readout_metadata": {
+      "available_readouts": [
+        "q",
+        "p",
+        "qp"
+      ],
+      "feature_dim": 2048,
+      "layout": {
+        "default_evaluation_source": "encoder_preprojector",
+        "encoder_channel_split_qp": true,
+        "encoder_representation_dim": 2048,
+        "phase_space_after_projector": false,
+        "predictor_representation_split_qp": true,
+        "projected_training_state_dim": 2048
+      },
+      "q_dim": 1024,
+      "representation_source": "encoder_preprojector",
+      "split_qp": true
+    },
+    "tensor_sha256": {
+      "test_features": "2b0ccb992083b624014dd61b53f0206ccfc16f9f05471c07463cbdb2b1192a84",
+      "test_labels": "bf3eb9e9a22835189586af450613454a7dbde751a109944802801a6500dc1364",
+      "train_features": "9a4aeb9bd3de64fe02562c317c56c9cd2506001e213d87a691051144a4f25b33",
+      "train_labels": "5e3dec60d4780c319b2bc4c5b4df0632a532241c98bb6971c74e0e7284f8801c"
+    }
+  },
+  "provenance_status": "rebuttal_manifest_run",
+  "readouts": {
+    "p": {
+      "effective_rank": {
+        "entropy": 89.58558654785156,
+        "fit_split": "train_only",
+        "participation_ratio": 24.39190101623535
+      },
+      "feature_dim": 1024,
+      "feature_geometry": {
+        "preprocessing_fit_split": "train_only",
+        "test": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 1024,
+          "mean_direction_fraction": 0.3842627704143524,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 20.25567626953125,
+          "random_pair_cosine_after_centering": {
+            "max": 0.7890516519546509,
+            "mean": 0.0063544875010848045,
+            "min": -0.394223690032959,
+            "std": 0.18689896166324615
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.8985501527786255,
+            "mean": 0.4384305775165558,
+            "min": -0.07088185101747513,
+            "std": 0.20036834478378296
+          },
+          "random_pair_seed": 2027,
+          "sample_count": 10000
+        },
+        "train": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 1024,
+          "mean_direction_fraction": 0.3803238570690155,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 20.223752975463867,
+          "random_pair_cosine_after_centering": {
+            "max": 0.8990193605422974,
+            "mean": 0.008343731984496117,
+            "min": -0.4313931465148926,
+            "std": 0.18766681849956512
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.9318928718566895,
+            "mean": 0.43782663345336914,
+            "min": -0.11005789041519165,
+            "std": 0.20099878311157227
+          },
+          "random_pair_seed": 2026,
+          "sample_count": 50000
+        }
+      },
+      "knn": {
+        "euclidean": {
+          "elapsed_sec": 0.43965625762939453,
+          "k20": {
+            "top1": 0.328,
+            "top5": 0.5821
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "euclidean",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "euclidean",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.3067,
+            0.3021,
+            0.3197,
+            0.328,
+            0.3286,
+            0.3189,
+            0.3069
+          ],
+          "top5": [
+            0.3342,
+            0.5293,
+            0.5465,
+            0.5821,
+            0.6136,
+            0.617,
+            0.6139
+          ],
+          "vote": "unweighted_majority"
+        },
+        "raw_cosine": {
+          "elapsed_sec": 0.49559950828552246,
+          "k20": {
+            "top1": 0.3345,
+            "top5": 0.5948
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "raw_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "raw_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.3167,
+            0.3146,
+            0.3227,
+            0.3345,
+            0.3347,
+            0.3195,
+            0.3093
+          ],
+          "top5": [
+            0.3438,
+            0.538,
+            0.5636,
+            0.5948,
+            0.619,
+            0.624,
+            0.6183
+          ],
+          "vote": "unweighted_majority"
+        },
+        "shrinkage_whitened_cosine": {
+          "elapsed_sec": 2.522301197052002,
+          "k20": {
+            "top1": 0.3911,
+            "top5": 0.6433
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "shrinkage_whitened_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": "f0731c5134bbf1b3bc6c79e70a6609efa198e18575b320f638662a8023239b77",
+            "covariance_trace_over_dim": 0.6507936799360987,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": "dense_cholesky",
+            "mode": "shrinkage_whitened_cosine",
+            "ridge": 0.0006507936799360987,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "ddf8c655bc1e48f020a7867ccc006e18aaaf6248edc5554f4684811b9997f515",
+            "whitening_lambda": 0.001
+          },
+          "top1": [
+            0.3676,
+            0.367,
+            0.3795,
+            0.3911,
+            0.3973,
+            0.3899,
+            0.3832
+          ],
+          "top5": [
+            0.3927,
+            0.5941,
+            0.6072,
+            0.6433,
+            0.6733,
+            0.6838,
+            0.6828
+          ],
+          "vote": "unweighted_majority"
+        },
+        "train_mean_centered_cosine": {
+          "elapsed_sec": 0.6349287033081055,
+          "k20": {
+            "top1": 0.334,
+            "top5": 0.6052
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "train_mean_centered_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "train_mean_centered_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "ddf8c655bc1e48f020a7867ccc006e18aaaf6248edc5554f4684811b9997f515",
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.3212,
+            0.3192,
+            0.3328,
+            0.334,
+            0.3261,
+            0.311,
+            0.2989
+          ],
+          "top5": [
+            0.348,
+            0.5454,
+            0.5679,
+            0.6052,
+            0.6205,
+            0.6258,
+            0.6158
+          ],
+          "vote": "unweighted_majority"
+        }
+      },
+      "linear_probe": [
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.064608335494995,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 0,
+          "top1": 0.4388,
+          "top5": 0.7303,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.428333282470703,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 1,
+          "top1": 0.4393,
+          "top5": 0.7314,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.205791234970093,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 2,
+          "top1": 0.4376,
+          "top5": 0.7308,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 29.900027990341187,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 3,
+          "top1": 0.4378,
+          "top5": 0.7306,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.154988050460815,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 4,
+          "top1": 0.4407,
+          "top5": 0.7311,
+          "weight_decay": 1e-06
+        }
+      ],
+      "test_feature_sha256": "9c59b8063543e5d336c01da6c22051d2eb1719317665efb845b4944e3d285442",
+      "train_feature_sha256": "7dae805634207082aae2b968a84bb186a5c9c12aa5d5c7f409fb775aada989fe"
+    },
+    "q": {
+      "effective_rank": {
+        "entropy": 195.56414794921875,
+        "fit_split": "train_only",
+        "participation_ratio": 84.47434997558594
+      },
+      "feature_dim": 1024,
+      "feature_geometry": {
+        "preprocessing_fit_split": "train_only",
+        "test": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 1024,
+          "mean_direction_fraction": 0.5906451940536499,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 24.720645904541016,
+          "random_pair_cosine_after_centering": {
+            "max": 0.6664928197860718,
+            "mean": 0.002070658840239048,
+            "min": -0.17401182651519775,
+            "std": 0.09741150587797165
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.8891304731369019,
+            "mean": 0.623167872428894,
+            "min": 0.19741259515285492,
+            "std": 0.11380850523710251
+          },
+          "random_pair_seed": 2027,
+          "sample_count": 10000
+        },
+        "train": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 1024,
+          "mean_direction_fraction": 0.5872732400894165,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 24.737680435180664,
+          "random_pair_cosine_after_centering": {
+            "max": 0.8521485328674316,
+            "mean": 0.003140888409689069,
+            "min": -0.18980519473552704,
+            "std": 0.09892378747463226
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.9248892664909363,
+            "mean": 0.621912956237793,
+            "min": 0.19396699965000153,
+            "std": 0.11481199413537979
+          },
+          "random_pair_seed": 2026,
+          "sample_count": 50000
+        }
+      },
+      "knn": {
+        "euclidean": {
+          "elapsed_sec": 0.4560248851776123,
+          "k20": {
+            "top1": 0.34,
+            "top5": 0.5978
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "euclidean",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "euclidean",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.3185,
+            0.3116,
+            0.3292,
+            0.34,
+            0.3379,
+            0.3321,
+            0.319
+          ],
+          "top5": [
+            0.3455,
+            0.5419,
+            0.5615,
+            0.5978,
+            0.62,
+            0.6316,
+            0.6262
+          ],
+          "vote": "unweighted_majority"
+        },
+        "raw_cosine": {
+          "elapsed_sec": 0.5488967895507812,
+          "k20": {
+            "top1": 0.3466,
+            "top5": 0.6072
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "raw_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "raw_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.3266,
+            0.318,
+            0.3388,
+            0.3466,
+            0.3427,
+            0.3401,
+            0.325
+          ],
+          "top5": [
+            0.3533,
+            0.5501,
+            0.5722,
+            0.6072,
+            0.6345,
+            0.641,
+            0.6388
+          ],
+          "vote": "unweighted_majority"
+        },
+        "shrinkage_whitened_cosine": {
+          "elapsed_sec": 2.52138090133667,
+          "k20": {
+            "top1": 0.3921,
+            "top5": 0.6439
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "shrinkage_whitened_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": "00fda661915e422e3a05033decf6c1e58654a6f8030e2f773ee6350b00133d6c",
+            "covariance_trace_over_dim": 0.4199998843726874,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": "dense_cholesky",
+            "mode": "shrinkage_whitened_cosine",
+            "ridge": 0.00041999988437268744,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "a3bf30fcf277b637703a95f327d12b2c2fa78692342a57cc1079c34105b0dc7e",
+            "whitening_lambda": 0.001
+          },
+          "top1": [
+            0.3715,
+            0.3639,
+            0.3876,
+            0.3921,
+            0.3904,
+            0.3907,
+            0.3874
+          ],
+          "top5": [
+            0.3963,
+            0.5922,
+            0.6077,
+            0.6439,
+            0.6729,
+            0.6818,
+            0.6893
+          ],
+          "vote": "unweighted_majority"
+        },
+        "train_mean_centered_cosine": {
+          "elapsed_sec": 0.6315059661865234,
+          "k20": {
+            "top1": 0.3459,
+            "top5": 0.6237
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "train_mean_centered_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "train_mean_centered_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "a3bf30fcf277b637703a95f327d12b2c2fa78692342a57cc1079c34105b0dc7e",
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.3354,
+            0.3298,
+            0.3395,
+            0.3459,
+            0.3344,
+            0.3273,
+            0.3164
+          ],
+          "top5": [
+            0.3617,
+            0.5568,
+            0.583,
+            0.6237,
+            0.6435,
+            0.6464,
+            0.6439
+          ],
+          "vote": "unweighted_majority"
+        }
+      },
+      "linear_probe": [
+        {
+          "batch_size": 256,
+          "elapsed_sec": 29.64186191558838,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 0,
+          "top1": 0.4418,
+          "top5": 0.7311,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.25617003440857,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 1,
+          "top1": 0.4409,
+          "top5": 0.7302,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.52433490753174,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 2,
+          "top1": 0.4423,
+          "top5": 0.7326,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.071309089660645,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 3,
+          "top1": 0.4429,
+          "top5": 0.7302,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 30.386889457702637,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 4,
+          "top1": 0.442,
+          "top5": 0.73,
+          "weight_decay": 1e-06
+        }
+      ],
+      "test_feature_sha256": "f2c4624d806b9e99e293575c01f3b3f551a9023a1c1d631d43ea6e211368bf29",
+      "train_feature_sha256": "09de01dcf7f9d0db7ced07c26331920d90bf652206db9e12a15927994912c9fa"
+    },
+    "qp": {
+      "effective_rank": {
+        "entropy": 131.80780029296875,
+        "fit_split": "train_only",
+        "participation_ratio": 38.11927795410156
+      },
+      "feature_dim": 2048,
+      "feature_geometry": {
+        "preprocessing_fit_split": "train_only",
+        "test": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 2048,
+          "mean_direction_fraction": 0.48582983016967773,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 31.95939064025879,
+          "random_pair_cosine_after_centering": {
+            "max": 0.7338560223579407,
+            "mean": 0.004488441161811352,
+            "min": -0.3033907115459442,
+            "std": 0.1479557454586029
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.8941429853439331,
+            "mean": 0.5302673578262329,
+            "min": 0.08953265100717545,
+            "std": 0.1571637988090515
+          },
+          "random_pair_seed": 2027,
+          "sample_count": 10000
+        },
+        "train": {
+          "centering_fit_split": "train_only",
+          "feature_dim": 2048,
+          "mean_direction_fraction": 0.4821675717830658,
+          "mean_direction_fraction_definition": "||E[x]||^2 / E[||x||^2]",
+          "mean_norm": 31.952354431152344,
+          "random_pair_cosine_after_centering": {
+            "max": 0.8825656771659851,
+            "mean": 0.006113160401582718,
+            "min": -0.3352188766002655,
+            "std": 0.14895887672901154
+          },
+          "random_pair_cosine_before_centering": {
+            "max": 0.9285833239555359,
+            "mean": 0.5293961763381958,
+            "min": 0.058028943836688995,
+            "std": 0.15800794959068298
+          },
+          "random_pair_seed": 2026,
+          "sample_count": 50000
+        }
+      },
+      "knn": {
+        "euclidean": {
+          "elapsed_sec": 0.43408894538879395,
+          "k20": {
+            "top1": 0.3327,
+            "top5": 0.5906
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "euclidean",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "euclidean",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.3128,
+            0.3054,
+            0.3229,
+            0.3327,
+            0.3355,
+            0.3288,
+            0.313
+          ],
+          "top5": [
+            0.3401,
+            0.538,
+            0.5585,
+            0.5906,
+            0.6186,
+            0.6253,
+            0.6212
+          ],
+          "vote": "unweighted_majority"
+        },
+        "raw_cosine": {
+          "elapsed_sec": 0.7503821849822998,
+          "k20": {
+            "top1": 0.3387,
+            "top5": 0.6042
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "raw_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "raw_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": null,
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.3205,
+            0.317,
+            0.3321,
+            0.3387,
+            0.3401,
+            0.331,
+            0.317
+          ],
+          "top5": [
+            0.3478,
+            0.5437,
+            0.5702,
+            0.6042,
+            0.625,
+            0.6331,
+            0.6295
+          ],
+          "vote": "unweighted_majority"
+        },
+        "shrinkage_whitened_cosine": {
+          "elapsed_sec": 7.50809121131897,
+          "k20": {
+            "top1": 0.4009,
+            "top5": 0.6544
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "shrinkage_whitened_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": "ac72cffae68a507041de9849879efa803a562467b667cc167854b228b7a2c490",
+            "covariance_trace_over_dim": 0.5353967626227525,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": "dense_cholesky",
+            "mode": "shrinkage_whitened_cosine",
+            "ridge": 0.0005353967626227525,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "b8a20adbb9164c508536ce1d71f1d000bcdb4393fd30687f9d39835220c9b5cb",
+            "whitening_lambda": 0.001
+          },
+          "top1": [
+            0.3764,
+            0.3774,
+            0.3952,
+            0.4009,
+            0.4079,
+            0.4095,
+            0.4002
+          ],
+          "top5": [
+            0.4016,
+            0.6029,
+            0.6151,
+            0.6544,
+            0.6827,
+            0.695,
+            0.695
+          ],
+          "vote": "unweighted_majority"
+        },
+        "train_mean_centered_cosine": {
+          "elapsed_sec": 1.0549304485321045,
+          "k20": {
+            "top1": 0.3381,
+            "top5": 0.6127
+          },
+          "k_values": [
+            1,
+            5,
+            10,
+            20,
+            50,
+            100,
+            200
+          ],
+          "mode": "train_mean_centered_cosine",
+          "preprocessing": {
+            "cholesky_factor_sha256": null,
+            "covariance_trace_over_dim": null,
+            "eigenbasis_sha256": null,
+            "eigenvalues_sha256": null,
+            "fit_split": "train_only",
+            "implementation": null,
+            "mode": "train_mean_centered_cosine",
+            "ridge": null,
+            "ridge_adjustment_reason": null,
+            "ridge_multiplier": 1.0,
+            "train_mean_sha256": "b8a20adbb9164c508536ce1d71f1d000bcdb4393fd30687f9d39835220c9b5cb",
+            "whitening_lambda": null
+          },
+          "top1": [
+            0.3274,
+            0.3262,
+            0.3342,
+            0.3381,
+            0.3285,
+            0.3205,
+            0.3059
+          ],
+          "top5": [
+            0.3539,
+            0.5518,
+            0.5745,
+            0.6127,
+            0.6352,
+            0.6351,
+            0.6288
+          ],
+          "vote": "unweighted_majority"
+        }
+      },
+      "linear_probe": [
+        {
+          "batch_size": 256,
+          "elapsed_sec": 33.385414600372314,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 0,
+          "top1": 0.4425,
+          "top5": 0.733,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 33.170095920562744,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 1,
+          "top1": 0.4426,
+          "top5": 0.7322,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 33.15500736236572,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 2,
+          "top1": 0.4443,
+          "top5": 0.7333,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 33.14768743515015,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 3,
+          "top1": 0.4433,
+          "top5": 0.7317,
+          "weight_decay": 1e-06
+        },
+        {
+          "batch_size": 256,
+          "elapsed_sec": 33.279622316360474,
+          "epochs": 50,
+          "lr": 0.001,
+          "seed": 4,
+          "top1": 0.4428,
+          "top5": 0.7343,
+          "weight_decay": 1e-06
+        }
+      ],
+      "test_feature_sha256": "2b0ccb992083b624014dd61b53f0206ccfc16f9f05471c07463cbdb2b1192a84",
+      "train_feature_sha256": "9a4aeb9bd3de64fe02562c317c56c9cd2506001e213d87a691051144a4f25b33"
+    }
+  },
+  "schema_version": 1,
+  "source_commit": "894311e0126ac9786267ed42796640718bfd6e91",
+  "whitening_policy": {
+    "fit_split": "train_only",
+    "formula": "lambda * trace(train_covariance) / d",
+    "lambda": 0.001,
+    "test_label_tuning": false
+  }
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/metric_robustness_encoder_preprojector.json.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 29246,
+  "path": "metric_robustness_encoder_preprojector.json",
+  "sha256": "67d6fadde1786849d9d1de4fb4abab677121513c34a02aecc34c4362f30b72e0"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/predictor_dynamics.json

@@ -0,0 +1,1827 @@
+{
+  "assessment": {
+    "full_state_fractional_improvement": -0.014081042546548527,
+    "full_state_mean_alignment": 0.028751386167434976,
+    "max_abs_q_mse_change_from_p_intervention": 0.032505109906196594,
+    "max_q_prediction_sensitivity_to_p_intervention": 1.0805610418319702,
+    "moves_toward_paired_view_full_state": false,
+    "moves_toward_paired_view_q": false,
+    "p_functional_use": "clear_functional_use",
+    "p_use_thresholds": {
+      "clear": "relative q-prediction sensitivity >= 0.25 or |q MSE change| >= 0.05",
+      "detectable": "relative q-prediction sensitivity >= 0.05 or |q MSE change| >= 0.01"
+    },
+    "q_fractional_improvement": -0.03187524311260822,
+    "q_mean_alignment": 0.019865503464231733
+  },
+  "checkpoint": {
+    "epoch": 80,
+    "path": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42.pth",
+    "sha256": "438eb9d962dccda5063b28b18b70814724f683cc6e8eda2bf01b83060b77b3b2"
+  },
+  "checkpoint_load": {
+    "encoder": {
+      "missing_keys": [],
+      "strict": true,
+      "unexpected_keys": []
+    },
+    "predictor": {
+      "missing_keys": [],
+      "strict": true,
+      "unexpected_keys": []
+    },
+    "predictor_family": "vpr_ns",
+    "projector": {
+      "missing_keys": [],
+      "strict": true,
+      "unexpected_keys": []
+    }
+  },
+  "config": {
+    "canonical_sha256": "bdf87d36704c50c9ac575c57e78d654c3a373df2ad0e605a91d8f0f626e9276a",
+    "external_file_sha256": "711c69e1add565cedc1e9030629101a4bcc1393c84106ac94d7df99ebce0e5cb",
+    "external_path": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_vpr_ns_rotation_seed42.yaml",
+    "source": "checkpoint_embedded_config"
+  },
+  "configured_reversed_input_prediction": {
+    "direction": -1,
+    "readouts": {
+      "full_state": {
+        "displacement_target_cosine_alignment": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 0.20274420082569122,
+          "mean": 0.021852687499136665,
+          "median": 0.021122113801538944,
+          "min": -0.16012391448020935,
+          "q05": -0.05099414456635713,
+          "q25": -0.00600980082526803,
+          "q75": 0.04958353750407696,
+          "q95": 0.09662240222096444,
+          "std": 0.04463167343260777
+        },
+        "fractional_improvement_over_identity": -0.01663763048550268,
+        "identity_mse_distribution": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 3.2164931297302246,
+          "mean": 0.26116951718628406,
+          "median": 0.21620338410139084,
+          "min": 0.017614377662539482,
+          "q05": 0.0854606967419386,
+          "q25": 0.14674510061740875,
+          "q75": 0.31872721016407013,
+          "q95": 0.5884535372257232,
+          "std": 0.181044049273085
+        },
+        "identity_predictor_mse": 0.26116952300071716,
+        "learned_mse_distribution": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 3.1824893951416016,
+          "mean": 0.2655147591073066,
+          "median": 0.2201405018568039,
+          "min": 0.022229952737689018,
+          "q05": 0.09075162298977375,
+          "q25": 0.15125590190291405,
+          "q75": 0.32284581661224365,
+          "q95": 0.5913421541452408,
+          "std": 0.18110608517429985
+        },
+        "learned_predictor_mse": 0.2655147314071655,
+        "relative_displacement_from_identity": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 0.10709934681653976,
+          "mean": 0.08042094423025846,
+          "median": 0.07985444739460945,
+          "min": 0.06876485794782639,
+          "q05": 0.07373718284070492,
+          "q25": 0.07705744355916977,
+          "q75": 0.08318721130490303,
+          "q95": 0.08911955244839191,
+          "std": 0.004725508030511913
+        }
+      },
+      "p": {
+        "displacement_target_cosine_alignment": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 0.43359094858169556,
+          "mean": 0.0774967161945533,
+          "median": 0.07503650337457657,
+          "min": -0.2992686629295349,
+          "q05": -0.078771198913455,
+          "q25": 0.01276813680306077,
+          "q75": 0.14089491963386536,
+          "q95": 0.23516193255782128,
+          "std": 0.0970269991366382
+        },
+        "fractional_improvement_over_identity": 0.005344490096681511,
+        "identity_mse_distribution": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 3.6999168395996094,
+          "mean": 0.285771474711597,
+          "median": 0.23167403787374496,
+          "min": 0.018191073089838028,
+          "q05": 0.08937836363911629,
+          "q25": 0.1545727141201496,
+          "q75": 0.3491736128926277,
+          "q95": 0.6590372353792194,
+          "std": 0.21048100484191928
+        },
+        "identity_predictor_mse": 0.2857714891433716,
+        "learned_mse_distribution": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 3.7110931873321533,
+          "mean": 0.2842441718950868,
+          "median": 0.23026030510663986,
+          "min": 0.020260773599147797,
+          "q05": 0.09061033725738525,
+          "q25": 0.15398119390010834,
+          "q75": 0.3463173359632492,
+          "q95": 0.6561433255672459,
+          "std": 0.20915291281921014
+        },
+        "learned_predictor_mse": 0.284244179725647,
+        "relative_displacement_from_identity": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 0.11406559497117996,
+          "mean": 0.05708562590256333,
+          "median": 0.05618727207183838,
+          "min": 0.02124440297484398,
+          "q05": 0.038000343926250936,
+          "q25": 0.04761544056236744,
+          "q75": 0.06534547731280327,
+          "q95": 0.07969129718840123,
+          "std": 0.012910155571103627
+        }
+      },
+      "q": {
+        "displacement_target_cosine_alignment": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 0.3238975703716278,
+          "mean": -0.013136685281107202,
+          "median": -0.013898663222789764,
+          "min": -0.3611598014831543,
+          "q05": -0.10015652850270271,
+          "q25": -0.04871566314250231,
+          "q75": 0.018771032337099314,
+          "q95": 0.07960060983896255,
+          "std": 0.057004638455813016
+        },
+        "fractional_improvement_over_identity": -0.0431918321860993,
+        "identity_mse_distribution": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 2.7330691814422607,
+          "mean": 0.23656755961515008,
+          "median": 0.20083926618099213,
+          "min": 0.017037680372595787,
+          "q05": 0.08183487355709076,
+          "q25": 0.1377442367374897,
+          "q75": 0.2898569852113724,
+          "q95": 0.5217448770999908,
+          "std": 0.15274189750359032
+        },
+        "identity_predictor_mse": 0.23656757175922394,
+        "learned_mse_distribution": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 2.653886079788208,
+          "mean": 0.24678534595072268,
+          "median": 0.21042825281620026,
+          "min": 0.02419913187623024,
+          "q05": 0.08965118937194347,
+          "q25": 0.14705398678779602,
+          "q75": 0.3009181022644043,
+          "q95": 0.5352357625961304,
+          "std": 0.15442074697618707
+        },
+        "learned_predictor_mse": 0.24678532779216766,
+        "relative_displacement_from_identity": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 0.12774786353111267,
+          "mean": 0.09734151562303305,
+          "median": 0.09660794213414192,
+          "min": 0.08154882490634918,
+          "q05": 0.08747561983764171,
+          "q25": 0.0923751387745142,
+          "q75": 0.10131249390542507,
+          "q95": 0.10994752608239651,
+          "std": 0.006884087624813243
+        }
+      }
+    }
+  },
+  "data_subset": {
+    "augmentation_config": {
+      "blur_p": 0.5,
+      "cj_brightness": 0.4,
+      "cj_contrast": 0.4,
+      "cj_hue": 0.1,
+      "cj_p": 0.8,
+      "cj_saturation": 0.2,
+      "global_scale": [
+        0.3,
+        1.0
+      ],
+      "grayscale_p": 0.2,
+      "hflip_p": 0.5,
+      "local_scale": [
+        0.05,
+        0.3
+      ],
+      "num_global_views": 2,
+      "num_local_views": 0,
+      "out_size": 32,
+      "solarize_p": 0.2,
+      "solarize_thresh": 128
+    },
+    "completed_pairs": 5000,
+    "dataset_size": 50000,
+    "encoding_elapsed_sec": 3.8127777576446533,
+    "labels_sha256": "f7166a98fc9ea835c079b9892ecd25a61ad19d1268bdc3c872cd43680693a4f2",
+    "requested_pairs": 5000,
+    "subset_index_sha256": "77cb6eb3d289c0c9d0cbc7af0e5441f1da6cf2d00cbca5b29f41dce10a90d940",
+    "z0_sha256": "d37d25796478124c88d8cbb38986acd1dfafd1127a15d8032b98df2c31593a64",
+    "z1_sha256": "cbb48655865be868cba8f6e0d52580a748b5114e61cd9c2e44a281b837874958"
+  },
+  "dataset": {
+    "embedded_root": "./data",
+    "name": "cifar100",
+    "paired_views": "first two independently augmented global views of each image",
+    "resolved_root": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data",
+    "split": "train"
+  },
+  "dataset_manifest": null,
+  "direction_semantics": {
+    "description": "mean(z0 --direction=+1--> z1, z1 --direction=-1--> z0)",
+    "direction_sequence": [
+      1,
+      -1
+    ],
+    "mode": "reverse_time",
+    "source": "checkpoint_semantic_specification"
+  },
+  "energy_drift": {
+    "absolute_difference": {
+      "count": 5000,
+      "finite_count": 5000,
+      "max": 26.7373046875,
+      "mean": 1.8407658447265625,
+      "median": 1.4334259033203125,
+      "min": 0.001373291015625,
+      "q05": 0.1531341552734375,
+      "q25": 0.7254257202148438,
+      "q75": 2.4395370483398438,
+      "q95": 4.588960266113282,
+      "std": 1.76976212451442
+    },
+    "absolute_relative": {
+      "count": 5000,
+      "finite_count": 5000,
+      "max": 0.023355945944786072,
+      "mean": 0.003545461803717626,
+      "median": 0.003106078482232988,
+      "min": 4.26713904744247e-06,
+      "q05": 0.00031196219788398594,
+      "q25": 0.0014776561874896288,
+      "q75": 0.005078251357190311,
+      "q95": 0.008433999679982663,
+      "std": 0.002576598034142566
+    },
+    "final": {
+      "count": 5000,
+      "finite_count": 5000,
+      "max": 6626.09765625,
+      "mean": 534.2072885742188,
+      "median": 447.087890625,
+      "min": 258.9453430175781,
+      "q05": 319.485661315918,
+      "q25": 382.06714630126953,
+      "q75": 562.4973449707031,
+      "q95": 1051.1025024414064,
+      "std": 304.53714435444516
+    },
+    "initial": {
+      "count": 5000,
+      "finite_count": 5000,
+      "max": 6652.8349609375,
+      "mean": 535.411893762207,
+      "median": 448.32757568359375,
+      "min": 260.5970764160156,
+      "q05": 320.2182678222656,
+      "q25": 383.2731018066406,
+      "q75": 564.1816864013672,
+      "q95": 1052.2599426269533,
+      "std": 304.47227597276543
+    },
+    "signed_relative": {
+      "count": 5000,
+      "finite_count": 5000,
+      "max": 0.012967237271368504,
+      "mean": -0.0026788095693291323,
+      "median": -0.0026965689612552524,
+      "min": -0.023355945944786072,
+      "q05": -0.008361217146739363,
+      "q25": -0.004917127429507673,
+      "q75": -0.0004748514256789349,
+      "q95": 0.003101564152166248,
+      "std": 0.0034688811052612754
+    }
+  },
+  "feature_cache_sha256": "cd9852ccc0c0e4682f136b36797e179e51eee93b92911a4f1926dc072135d877",
+  "p_interventions": {
+    "covariance_matched_random_p_metadata": {
+      "distribution": "multivariate_gaussian",
+      "fit_split": "diagnostic_source_p_only",
+      "ridge": 5.415695634002028e-07,
+      "ridge_adjustment_reason": null,
+      "ridge_fraction": 1e-06,
+      "ridge_multiplier": 1.0,
+      "sample_covariance_trace_per_dim": 0.5417408347129822,
+      "sample_mean_norm": 19.91023826599121,
+      "target_covariance_trace_per_dim": 0.5415695634002028,
+      "target_mean_norm": 20.019256591796875
+    },
+    "performance": {
+      "covariance_matched_random_p": {
+        "full_state": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.651584267616272,
+            "mean": 0.1834344216670608,
+            "median": 0.18378011882305145,
+            "min": -0.47822684049606323,
+            "q05": -0.02979288781061768,
+            "q25": 0.1043019462376833,
+            "q75": 0.26248592138290405,
+            "q95": 0.4005292147397995,
+            "std": 0.1301810227167576
+          },
+          "fractional_improvement_over_identity": -1.5424528866532388,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.2164931297302246,
+            "mean": 0.26116951718628406,
+            "median": 0.21620338410139084,
+            "min": 0.017614377662539482,
+            "q05": 0.0854606967419386,
+            "q25": 0.14674510061740875,
+            "q75": 0.31872721016407013,
+            "q95": 0.5884535372257232,
+            "std": 0.181044049273085
+          },
+          "identity_predictor_mse": 0.26116952300071716,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 5.3037261962890625,
+            "mean": 0.6640111928761006,
+            "median": 0.5665279924869537,
+            "min": 0.2555183470249176,
+            "q05": 0.3670440062880516,
+            "q25": 0.4594759866595268,
+            "q75": 0.7390544265508652,
+            "q95": 1.322281783819199,
+            "std": 0.35263304344335805
+          },
+          "learned_predictor_mse": 0.6640111804008484,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 1.3304120302200317,
+            "mean": 0.7511457687020302,
+            "median": 0.7407292425632477,
+            "min": 0.5071793794631958,
+            "q05": 0.6117833852767944,
+            "q25": 0.6801478117704391,
+            "q75": 0.809050053358078,
+            "q95": 0.9295837938785553,
+            "std": 0.09773380880391136
+          }
+        },
+        "p": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.8214314579963684,
+            "mean": 0.25016120139705017,
+            "median": 0.25291605293750763,
+            "min": -0.6208793520927429,
+            "q05": -0.042240503244101994,
+            "q25": 0.14443685859441757,
+            "q75": 0.3581402599811554,
+            "q95": 0.53927101790905,
+            "std": 0.1750386213758275
+          },
+          "fractional_improvement_over_identity": -2.788511376798865,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.6999168395996094,
+            "mean": 0.285771474711597,
+            "median": 0.23167403787374496,
+            "min": 0.018191073089838028,
+            "q05": 0.08937836363911629,
+            "q25": 0.1545727141201496,
+            "q75": 0.3491736128926277,
+            "q95": 0.6590372353792194,
+            "std": 0.21048100484191928
+          },
+          "identity_predictor_mse": 0.2857714891433716,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 9.145866394042969,
+            "mean": 1.0826484831094743,
+            "median": 0.9034746289253235,
+            "min": 0.3594365119934082,
+            "q05": 0.5721261501312256,
+            "q25": 0.7225021719932556,
+            "q75": 1.2077870965003967,
+            "q95": 2.2147658944129947,
+            "std": 0.6298817443955345
+          },
+          "learned_predictor_mse": 1.082648515701294,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 1.9786386489868164,
+            "mean": 1.0716749289393426,
+            "median": 1.0580365061759949,
+            "min": 0.6815294623374939,
+            "q05": 0.8612178832292556,
+            "q25": 0.9705847352743149,
+            "q75": 1.155166506767273,
+            "q95": 1.3394523978233337,
+            "std": 0.1453317774724919
+          }
+        },
+        "q": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.2011202722787857,
+            "mean": 0.004032069979421795,
+            "median": 0.00466965651139617,
+            "min": -0.21095599234104156,
+            "q05": -0.07366904020309448,
+            "q25": -0.026758705265820026,
+            "q75": 0.034788014367222786,
+            "q95": 0.08053850866854194,
+            "std": 0.04736763781236367
+          },
+          "fractional_improvement_over_identity": -0.0372254832683721,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 2.7330691814422607,
+            "mean": 0.23656755961515008,
+            "median": 0.20083926618099213,
+            "min": 0.017037680372595787,
+            "q05": 0.08183487355709076,
+            "q25": 0.1377442367374897,
+            "q75": 0.2898569852113724,
+            "q95": 0.5217448770999908,
+            "std": 0.15274189750359032
+          },
+          "identity_predictor_mse": 0.23656757175922394,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 2.7283854484558105,
+            "mean": 0.24537390134744347,
+            "median": 0.20931974053382874,
+            "min": 0.025410013273358345,
+            "q05": 0.09139608889818192,
+            "q25": 0.14707566425204277,
+            "q75": 0.29791492968797684,
+            "q95": 0.5258328109979632,
+            "std": 0.15239231769271303
+          },
+          "learned_predictor_mse": 0.2453739047050476,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.16859303414821625,
+            "mean": 0.10093913326486945,
+            "median": 0.1007116287946701,
+            "min": 0.03133721649646759,
+            "q05": 0.0758383646607399,
+            "q25": 0.09205341897904873,
+            "q75": 0.10987656190991402,
+            "q95": 0.1264752261340618,
+            "std": 0.015416197845392887
+          }
+        }
+      },
+      "shuffled_p": {
+        "full_state": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.6481054425239563,
+            "mean": 0.19519785614397842,
+            "median": 0.19346988946199417,
+            "min": -0.37558069825172424,
+            "q05": -0.028622130677103997,
+            "q25": 0.10238745249807835,
+            "q75": 0.28566641360521317,
+            "q95": 0.43472859263420105,
+            "std": 0.14069242137712473
+          },
+          "fractional_improvement_over_identity": -1.5386743048208325,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.2164931297302246,
+            "mean": 0.26116951718628406,
+            "median": 0.21620338410139084,
+            "min": 0.017614377662539482,
+            "q05": 0.0854606967419386,
+            "q25": 0.14674510061740875,
+            "q75": 0.31872721016407013,
+            "q95": 0.5884535372257232,
+            "std": 0.181044049273085
+          },
+          "identity_predictor_mse": 0.26116952300071716,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 6.106464385986328,
+            "mean": 0.6630243424832821,
+            "median": 0.533353179693222,
+            "min": 0.13685789704322815,
+            "q05": 0.2530214264988899,
+            "q25": 0.3825702667236328,
+            "q75": 0.7999598681926727,
+            "q95": 1.5376435399055481,
+            "std": 0.44509213748463683
+          },
+          "learned_predictor_mse": 0.663024365901947,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 2.1654140949249268,
+            "mean": 0.7304314234957099,
+            "median": 0.7023081183433533,
+            "min": 0.07958798855543137,
+            "q05": 0.48575625419616697,
+            "q25": 0.6016139388084412,
+            "q75": 0.8115611374378204,
+            "q95": 1.0894459426403047,
+            "std": 0.19675989401374633
+          }
+        },
+        "p": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.8322567939758301,
+            "mean": 0.2665933969831094,
+            "median": 0.265882670879364,
+            "min": -0.4865242540836334,
+            "q05": -0.039386078715324395,
+            "q25": 0.14026181027293205,
+            "q75": 0.39257796108722687,
+            "q95": 0.588068810105324,
+            "std": 0.18984718555862481
+          },
+          "fractional_improvement_over_identity": -2.780835586122458,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.6999168395996094,
+            "mean": 0.285771474711597,
+            "median": 0.23167403787374496,
+            "min": 0.018191073089838028,
+            "q05": 0.08937836363911629,
+            "q25": 0.1545727141201496,
+            "q75": 0.3491736128926277,
+            "q95": 0.6590372353792194,
+            "std": 0.21048100484191928
+          },
+          "identity_predictor_mse": 0.2857714891433716,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 11.93076229095459,
+            "mean": 1.0804549610882999,
+            "median": 0.8258939683437347,
+            "min": 0.15397769212722778,
+            "q05": 0.3521548017859459,
+            "q25": 0.5596632063388824,
+            "q75": 1.3219252228736877,
+            "q95": 2.6641100764274612,
+            "std": 0.8288728803042583
+          },
+          "learned_predictor_mse": 1.0804548263549805,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.125093460083008,
+            "mean": 1.04161240266338,
+            "median": 1.005614697933197,
+            "min": 0.05152829363942146,
+            "q05": 0.6878597855567932,
+            "q25": 0.856983944773674,
+            "q75": 1.145433098077774,
+            "q95": 1.5650309562683107,
+            "std": 0.284382588261466
+          }
+        },
+        "q": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.18623092770576477,
+            "mean": 0.002935637014103122,
+            "median": 0.002928724978119135,
+            "min": -0.2196812629699707,
+            "q05": -0.0713808424770832,
+            "q25": -0.026037996169179678,
+            "q75": 0.03143515344709158,
+            "q95": 0.0768038958311081,
+            "std": 0.04512398489882588
+          },
+          "fractional_improvement_over_identity": -0.03815470119833023,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 2.7330691814422607,
+            "mean": 0.23656755961515008,
+            "median": 0.20083926618099213,
+            "min": 0.017037680372595787,
+            "q05": 0.08183487355709076,
+            "q25": 0.1377442367374897,
+            "q75": 0.2898569852113724,
+            "q95": 0.5217448770999908,
+            "std": 0.15274189750359032
+          },
+          "identity_predictor_mse": 0.23656757175922394,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 2.7405147552490234,
+            "mean": 0.2455937241654843,
+            "median": 0.21012180298566818,
+            "min": 0.0232852790504694,
+            "q05": 0.0906476192176342,
+            "q25": 0.14666225761175156,
+            "q75": 0.29886871576309204,
+            "q95": 0.5291799157857896,
+            "std": 0.1529700944341845
+          },
+          "learned_predictor_mse": 0.24559372663497925,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.2910776734352112,
+            "mean": 0.09960302196592093,
+            "median": 0.09579087421298027,
+            "min": 0.035933613777160645,
+            "q05": 0.0714835461229086,
+            "q25": 0.08665231429040432,
+            "q75": 0.10688863508403301,
+            "q95": 0.14323743879795076,
+            "std": 0.023316286016842633
+          }
+        }
+      },
+      "true_p": {
+        "full_state": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.1995968073606491,
+            "mean": 0.028751386167434976,
+            "median": 0.02880009636282921,
+            "min": -0.18313470482826233,
+            "q05": -0.04002315662801265,
+            "q25": 0.003232521761674434,
+            "q75": 0.05596076976507902,
+            "q95": 0.09802386574447157,
+            "std": 0.041823242818044365
+          },
+          "fractional_improvement_over_identity": -0.014081042546548527,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.2164931297302246,
+            "mean": 0.26116951718628406,
+            "median": 0.21620338410139084,
+            "min": 0.017614377662539482,
+            "q05": 0.0854606967419386,
+            "q25": 0.14674510061740875,
+            "q75": 0.31872721016407013,
+            "q95": 0.5884535372257232,
+            "std": 0.181044049273085
+          },
+          "identity_predictor_mse": 0.26116952300071716,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.166264057159424,
+            "mean": 0.26484705626964566,
+            "median": 0.2196613922715187,
+            "min": 0.021647918969392776,
+            "q05": 0.09015931971371174,
+            "q25": 0.15074453875422478,
+            "q75": 0.32169052213430405,
+            "q95": 0.5920908451080323,
+            "std": 0.18084516034097037
+          },
+          "learned_predictor_mse": 0.264847069978714,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.11803749203681946,
+            "mean": 0.07900958083570003,
+            "median": 0.07859057933092117,
+            "min": 0.06877419352531433,
+            "q05": 0.07252516783773899,
+            "q25": 0.07584592327475548,
+            "q75": 0.08163563348352909,
+            "q95": 0.08693520613014698,
+            "std": 0.0044904824282210294
+          }
+        },
+        "p": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.41371116042137146,
+            "mean": 0.045626921637589114,
+            "median": 0.04315869137644768,
+            "min": -0.3201253414154053,
+            "q05": -0.10366506427526473,
+            "q25": -0.016448832117021084,
+            "q75": 0.10266146995127201,
+            "q95": 0.20387536510825166,
+            "std": 0.09332539225880694
+          },
+          "fractional_improvement_over_identity": 0.0006493669583536027,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.6999168395996094,
+            "mean": 0.285771474711597,
+            "median": 0.23167403787374496,
+            "min": 0.018191073089838028,
+            "q05": 0.08937836363911629,
+            "q25": 0.1545727141201496,
+            "q75": 0.3491736128926277,
+            "q95": 0.6590372353792194,
+            "std": 0.21048100484191928
+          },
+          "identity_predictor_mse": 0.2857714891433716,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.6984407901763916,
+            "mean": 0.2855859041582793,
+            "median": 0.23166196048259735,
+            "min": 0.01933548040688038,
+            "q05": 0.09080837070941926,
+            "q25": 0.1556083895266056,
+            "q75": 0.348516084253788,
+            "q95": 0.6599114149808886,
+            "std": 0.2089191327345365
+          },
+          "learned_predictor_mse": 0.2855859100818634,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.1280643194913864,
+            "mean": 0.053130962475761774,
+            "median": 0.05169917643070221,
+            "min": 0.017762407660484314,
+            "q05": 0.03768995758146047,
+            "q25": 0.045100041665136814,
+            "q75": 0.059593310579657555,
+            "q95": 0.07406863607466221,
+            "std": 0.011323226659526531
+          }
+        },
+        "q": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.2644140124320984,
+            "mean": 0.019865503464231733,
+            "median": 0.0222237640991807,
+            "min": -0.41856494545936584,
+            "q05": -0.07276412956416606,
+            "q25": -0.013156997505575418,
+            "q75": 0.05487507022917271,
+            "q95": 0.10580592229962354,
+            "std": 0.057146421334228786
+          },
+          "fractional_improvement_over_identity": -0.03187524311260822,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 2.7330691814422607,
+            "mean": 0.23656755961515008,
+            "median": 0.20083926618099213,
+            "min": 0.017037680372595787,
+            "q05": 0.08183487355709076,
+            "q25": 0.1377442367374897,
+            "q75": 0.2898569852113724,
+            "q95": 0.5217448770999908,
+            "std": 0.15274189750359032
+          },
+          "identity_predictor_mse": 0.23656757175922394,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 2.634087085723877,
+            "mean": 0.24410820809043943,
+            "median": 0.20751814544200897,
+            "min": 0.023960361257195473,
+            "q05": 0.08876029700040818,
+            "q25": 0.14511436596512794,
+            "q75": 0.29675035923719406,
+            "q95": 0.5298388898372651,
+            "std": 0.15407054944442813
+          },
+          "learned_predictor_mse": 0.2441082000732422,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.12436913698911667,
+            "mean": 0.09731237803101539,
+            "median": 0.09645522385835648,
+            "min": 0.08158427476882935,
+            "q05": 0.08777341209352016,
+            "q25": 0.09225131385028362,
+            "q75": 0.10119711607694626,
+            "q95": 0.11021379157900811,
+            "std": 0.006816522727834761
+          }
+        }
+      },
+      "zero_p": {
+        "full_state": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.6642086505889893,
+            "mean": 0.19376991025921889,
+            "median": 0.19414979219436646,
+            "min": -0.5027818083763123,
+            "q05": -0.011364579573273656,
+            "q25": 0.11659116111695766,
+            "q75": 0.2726396545767784,
+            "q95": 0.4034200176596643,
+            "std": 0.12587862273991143
+          },
+          "fractional_improvement_over_identity": -1.2491370994239845,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.2164931297302246,
+            "mean": 0.26116951718628406,
+            "median": 0.21620338410139084,
+            "min": 0.017614377662539482,
+            "q05": 0.0854606967419386,
+            "q25": 0.14674510061740875,
+            "q75": 0.31872721016407013,
+            "q95": 0.5884535372257232,
+            "std": 0.181044049273085
+          },
+          "identity_predictor_mse": 0.26116952300071716,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 5.08936882019043,
+            "mean": 0.5874060503423214,
+            "median": 0.5076292753219604,
+            "min": 0.28749895095825195,
+            "q05": 0.3728964179754257,
+            "q25": 0.44173435866832733,
+            "q75": 0.6225675046443939,
+            "q95": 1.081633120775223,
+            "std": 0.2847081545681297
+          },
+          "learned_predictor_mse": 0.5874060392379761,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.7950091361999512,
+            "mean": 0.7000871664047241,
+            "median": 0.6987690925598145,
+            "min": 0.6329923868179321,
+            "q05": 0.6606594324111938,
+            "q25": 0.6805702894926071,
+            "q75": 0.7171276658773422,
+            "q95": 0.7452712118625641,
+            "std": 0.026062479417980445
+          }
+        },
+        "p": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.8364155888557434,
+            "mean": 0.2628981282763183,
+            "median": 0.26498080790042877,
+            "min": -0.6527594923973083,
+            "q05": -0.01566785154864192,
+            "q25": 0.1598230004310608,
+            "q75": 0.3713322877883911,
+            "q95": 0.5412285953760149,
+            "std": 0.16815396513812855
+          },
+          "fractional_improvement_over_identity": -2.2845777994511156,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 3.6999168395996094,
+            "mean": 0.285771474711597,
+            "median": 0.23167403787374496,
+            "min": 0.018191073089838028,
+            "q05": 0.08937836363911629,
+            "q25": 0.1545727141201496,
+            "q75": 0.3491736128926277,
+            "q95": 0.6590372353792194,
+            "std": 0.21048100484191928
+          },
+          "identity_predictor_mse": 0.2857714891433716,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 8.132570266723633,
+            "mean": 0.9386386415541172,
+            "median": 0.8078826069831848,
+            "min": 0.45760607719421387,
+            "q05": 0.5835849851369858,
+            "q25": 0.6947602480649948,
+            "q75": 0.9835658818483353,
+            "q95": 1.730087912082674,
+            "std": 0.4919286845161504
+          },
+          "learned_predictor_mse": 0.9386386871337891,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 1.0614211559295654,
+            "mean": 1.0024929921746253,
+            "median": 1.0028831362724304,
+            "min": 0.9536125063896179,
+            "q05": 0.9808737903833389,
+            "q25": 0.9942000657320023,
+            "q75": 1.010925531387329,
+            "q95": 1.023452454805374,
+            "std": 0.01303585538676227
+          }
+        },
+        "q": {
+          "displacement_target_cosine_alignment": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.5200756192207336,
+            "mean": 0.17754194670240395,
+            "median": 0.18123850226402283,
+            "min": -0.22442609071731567,
+            "q05": 0.013803579751402142,
+            "q25": 0.11581241898238659,
+            "q75": 0.24310289695858955,
+            "q95": 0.3298304572701454,
+            "std": 0.09697223719783361
+          },
+          "fractional_improvement_over_identity": 0.001665907948570982,
+          "identity_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 2.7330691814422607,
+            "mean": 0.23656755961515008,
+            "median": 0.20083926618099213,
+            "min": 0.017037680372595787,
+            "q05": 0.08183487355709076,
+            "q25": 0.1377442367374897,
+            "q75": 0.2898569852113724,
+            "q95": 0.5217448770999908,
+            "std": 0.15274189750359032
+          },
+          "identity_predictor_mse": 0.23656757175922394,
+          "learned_mse_distribution": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 2.7285244464874268,
+            "mean": 0.23617345983721316,
+            "median": 0.20046621561050415,
+            "min": 0.016989830881357193,
+            "q05": 0.08169938400387765,
+            "q25": 0.13759195804595947,
+            "q75": 0.289367213845253,
+            "q95": 0.5208356827497482,
+            "std": 0.15251558580910773
+          },
+          "learned_predictor_mse": 0.23617343604564667,
+          "relative_displacement_from_identity": {
+            "count": 5000,
+            "finite_count": 5000,
+            "max": 0.005535895470529795,
+            "mean": 0.0023091224113246426,
+            "median": 0.002240166300907731,
+            "min": 0.0012835494708269835,
+            "q05": 0.0017764054704457522,
+            "q25": 0.0020007771672680974,
+            "q75": 0.002541142690461129,
+            "q95": 0.0030734120635315778,
+            "std": 0.00041504509550550943
+          }
+        }
+      }
+    },
+    "sensitivity_vs_true_p": {
+      "covariance_matched_random_p": {
+        "full_state": {
+          "mse_change_fraction_vs_true_p": 1.5071494579315186,
+          "prediction_difference_rms": 0.7335039377212524,
+          "relative_to_true_predictor_displacement": 9.523130416870117
+        },
+        "p": {
+          "mse_change_fraction_vs_true_p": 2.79097318649292,
+          "prediction_difference_rms": 1.0321333408355713,
+          "relative_to_true_predictor_displacement": 20.066728591918945
+        },
+        "q": {
+          "mse_change_fraction_vs_true_p": 0.00518501503393054,
+          "prediction_difference_rms": 0.10371426492929459,
+          "relative_to_true_predictor_displacement": 1.0801432132720947
+        }
+      },
+      "shuffled_p": {
+        "full_state": {
+          "mse_change_fraction_vs_true_p": 1.5034234523773193,
+          "prediction_difference_rms": 0.7336968183517456,
+          "relative_to_true_predictor_displacement": 9.525633811950684
+        },
+        "p": {
+          "mse_change_fraction_vs_true_p": 2.783291816711426,
+          "prediction_difference_rms": 1.032403588294983,
+          "relative_to_true_predictor_displacement": 20.071983337402344
+        },
+        "q": {
+          "mse_change_fraction_vs_true_p": 0.0060855248011648655,
+          "prediction_difference_rms": 0.10375438630580902,
+          "relative_to_true_predictor_displacement": 1.0805610418319702
+        }
+      },
+      "zero_p": {
+        "full_state": {
+          "mse_change_fraction_vs_true_p": 1.2179064750671387,
+          "prediction_difference_rms": 0.6723366379737854,
+          "relative_to_true_predictor_displacement": 8.72899055480957
+        },
+        "p": {
+          "mse_change_fraction_vs_true_p": 2.286712169647217,
+          "prediction_difference_rms": 0.9459630250930786,
+          "relative_to_true_predictor_displacement": 18.391407012939453
+        },
+        "q": {
+          "mse_change_fraction_vs_true_p": -0.032505109906196594,
+          "prediction_difference_rms": 0.09605744481086731,
+          "relative_to_true_predictor_displacement": 1.000400424003601
+        }
+      }
+    }
+  },
+  "paired_view_prediction": {
+    "full_state": {
+      "displacement_target_cosine_alignment": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 0.1995968073606491,
+        "mean": 0.028751386167434976,
+        "median": 0.02880009636282921,
+        "min": -0.18313470482826233,
+        "q05": -0.04002315662801265,
+        "q25": 0.003232521761674434,
+        "q75": 0.05596076976507902,
+        "q95": 0.09802386574447157,
+        "std": 0.041823242818044365
+      },
+      "fractional_improvement_over_identity": -0.014081042546548527,
+      "identity_mse_distribution": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 3.2164931297302246,
+        "mean": 0.26116951718628406,
+        "median": 0.21620338410139084,
+        "min": 0.017614377662539482,
+        "q05": 0.0854606967419386,
+        "q25": 0.14674510061740875,
+        "q75": 0.31872721016407013,
+        "q95": 0.5884535372257232,
+        "std": 0.181044049273085
+      },
+      "identity_predictor_mse": 0.26116952300071716,
+      "learned_mse_distribution": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 3.166264057159424,
+        "mean": 0.26484705626964566,
+        "median": 0.2196613922715187,
+        "min": 0.021647918969392776,
+        "q05": 0.09015931971371174,
+        "q25": 0.15074453875422478,
+        "q75": 0.32169052213430405,
+        "q95": 0.5920908451080323,
+        "std": 0.18084516034097037
+      },
+      "learned_predictor_mse": 0.264847069978714,
+      "relative_displacement_from_identity": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 0.11803749203681946,
+        "mean": 0.07900958083570003,
+        "median": 0.07859057933092117,
+        "min": 0.06877419352531433,
+        "q05": 0.07252516783773899,
+        "q25": 0.07584592327475548,
+        "q75": 0.08163563348352909,
+        "q95": 0.08693520613014698,
+        "std": 0.0044904824282210294
+      }
+    },
+    "p": {
+      "displacement_target_cosine_alignment": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 0.41371116042137146,
+        "mean": 0.045626921637589114,
+        "median": 0.04315869137644768,
+        "min": -0.3201253414154053,
+        "q05": -0.10366506427526473,
+        "q25": -0.016448832117021084,
+        "q75": 0.10266146995127201,
+        "q95": 0.20387536510825166,
+        "std": 0.09332539225880694
+      },
+      "fractional_improvement_over_identity": 0.0006493669583536027,
+      "identity_mse_distribution": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 3.6999168395996094,
+        "mean": 0.285771474711597,
+        "median": 0.23167403787374496,
+        "min": 0.018191073089838028,
+        "q05": 0.08937836363911629,
+        "q25": 0.1545727141201496,
+        "q75": 0.3491736128926277,
+        "q95": 0.6590372353792194,
+        "std": 0.21048100484191928
+      },
+      "identity_predictor_mse": 0.2857714891433716,
+      "learned_mse_distribution": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 3.6984407901763916,
+        "mean": 0.2855859041582793,
+        "median": 0.23166196048259735,
+        "min": 0.01933548040688038,
+        "q05": 0.09080837070941926,
+        "q25": 0.1556083895266056,
+        "q75": 0.348516084253788,
+        "q95": 0.6599114149808886,
+        "std": 0.2089191327345365
+      },
+      "learned_predictor_mse": 0.2855859100818634,
+      "relative_displacement_from_identity": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 0.1280643194913864,
+        "mean": 0.053130962475761774,
+        "median": 0.05169917643070221,
+        "min": 0.017762407660484314,
+        "q05": 0.03768995758146047,
+        "q25": 0.045100041665136814,
+        "q75": 0.059593310579657555,
+        "q95": 0.07406863607466221,
+        "std": 0.011323226659526531
+      }
+    },
+    "q": {
+      "displacement_target_cosine_alignment": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 0.2644140124320984,
+        "mean": 0.019865503464231733,
+        "median": 0.0222237640991807,
+        "min": -0.41856494545936584,
+        "q05": -0.07276412956416606,
+        "q25": -0.013156997505575418,
+        "q75": 0.05487507022917271,
+        "q95": 0.10580592229962354,
+        "std": 0.057146421334228786
+      },
+      "fractional_improvement_over_identity": -0.03187524311260822,
+      "identity_mse_distribution": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 2.7330691814422607,
+        "mean": 0.23656755961515008,
+        "median": 0.20083926618099213,
+        "min": 0.017037680372595787,
+        "q05": 0.08183487355709076,
+        "q25": 0.1377442367374897,
+        "q75": 0.2898569852113724,
+        "q95": 0.5217448770999908,
+        "std": 0.15274189750359032
+      },
+      "identity_predictor_mse": 0.23656757175922394,
+      "learned_mse_distribution": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 2.634087085723877,
+        "mean": 0.24410820809043943,
+        "median": 0.20751814544200897,
+        "min": 0.023960361257195473,
+        "q05": 0.08876029700040818,
+        "q25": 0.14511436596512794,
+        "q75": 0.29675035923719406,
+        "q95": 0.5298388898372651,
+        "std": 0.15407054944442813
+      },
+      "learned_predictor_mse": 0.2441082000732422,
+      "relative_displacement_from_identity": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 0.12436913698911667,
+        "mean": 0.09731237803101539,
+        "median": 0.09645522385835648,
+        "min": 0.08158427476882935,
+        "q05": 0.08777341209352016,
+        "q25": 0.09225131385028362,
+        "q75": 0.10119711607694626,
+        "q95": 0.11021379157900811,
+        "std": 0.006816522727834761
+      }
+    }
+  },
+  "potential_values": {
+    "count": 5000,
+    "finite_count": 5000,
+    "max": 782.2574462890625,
+    "mean": 57.79846492996216,
+    "median": 40.441776275634766,
+    "min": 0.20557022094726562,
+    "q05": 10.277588367462158,
+    "q25": 22.883989334106445,
+    "q75": 71.92498588562012,
+    "q95": 169.90970687866212,
+    "std": 56.31181354750736
+  },
+  "predictor": {
+    "K": 2,
+    "base_coeff": 0.1,
+    "dt": 0.05000000074505806,
+    "family": "vpr_ns",
+    "hamiltonian_class": "SeparableHamiltonian",
+    "integrate_fp32": true,
+    "method": "leapfrog",
+    "q_dim": 1024,
+    "residual_scale": 0.02,
+    "state_dim": 2048
+  },
+  "provenance_status": "rebuttal_manifest_run",
+  "residual_force_to_quadratic_force_ratio": {
+    "count": 5000,
+    "finite_count": 5000,
+    "max": 11.092339515686035,
+    "mean": 4.4346304159641265,
+    "median": 4.299498796463013,
+    "min": 2.166999101638794,
+    "q05": 3.3409789562225343,
+    "q25": 3.810233771800995,
+    "q75": 4.90966260433197,
+    "q95": 6.00522940158844,
+    "std": 0.8523369127730734
+  },
+  "reverse_cycle": {
+    "definition": "predictor(predictor(z0, direction=+1), direction=-1)",
+    "full_state_mse": 3.96109610887994e-16,
+    "full_state_relative_error": {
+      "count": 5000,
+      "finite_count": 5000,
+      "max": 3.2108459890878294e-08,
+      "mean": 2.0601894526173225e-08,
+      "median": 2.0472722184194936e-08,
+      "min": 1.2511017999372598e-08,
+      "q05": 1.666453153248426e-08,
+      "q25": 1.8930584655407756e-08,
+      "q75": 2.2158559875862238e-08,
+      "q95": 2.4786840935320244e-08,
+      "std": 2.470417104859783e-09
+    },
+    "q_relative_error": {
+      "count": 5000,
+      "finite_count": 5000,
+      "max": 2.6535468933275297e-08,
+      "mean": 1.713832897962675e-08,
+      "median": 1.7077065983528428e-08,
+      "min": 1.0233595304498522e-08,
+      "q05": 1.3726420666770878e-08,
+      "q25": 1.564782570184775e-08,
+      "q75": 1.8512058552744293e-08,
+      "q95": 2.079371208552061e-08,
+      "std": 2.1583154079163044e-09
+    }
+  },
+  "runtime": {
+    "device": "cuda",
+    "elapsed_sec": 7.436822175979614,
+    "parameter_gradient_check": "passed_none_present",
+    "parameter_gradients_enabled": false,
+    "seed": 2026,
+    "state_autograd_scope": "only Hamiltonian/potential-gradient operations",
+    "torch_version": "2.2.2+cu121"
+  },
+  "schema_version": 1,
+  "source_commit": "894311e0126ac9786267ed42796640718bfd6e91",
+  "status": "complete",
+  "trajectory_plot": {
+    "basis_fit_split": "initial_states_only",
+    "basis_sha256": "7ed3926f01ddfef33cdb330bc01c57d2bfdcffe0a375c4354637e052df27ac38",
+    "disclaimer": "These are learned latent predictor rollouts, not physical trajectories.",
+    "explained_variance_ratio": [
+      0.11703119380024672,
+      0.06340517106395402
+    ],
+    "initial_state_mean_sha256": "4691ae0d77b0d54db20e1d386d42cc9299f7e91caaf135e2effb1cb75bc85833",
+    "path": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/.plots.inprogress_001/cifar100_vpr_ns_rotation_seed42_438eb9d962dc_latent_trajectory_pca.png",
+    "representative_indices": [
+      2547,
+      3639,
+      3871,
+      204,
+      4534,
+      1392,
+      4523,
+      4804,
+      2550,
+      1627,
+      471,
+      3236,
+      663,
+      845,
+      445,
+      1742,
+      1283,
+      1762,
+      2344,
+      2329
+    ],
+    "representative_selection": "even quantiles of paired-view displacement magnitude"
+  },
+  "trajectory_rollout_terminal_max_abs_error_vs_predictor_forward": 0.0,
+  "trajectory_statistics": [
+    {
+      "p_covariance": {
+        "covariance_trace": 554.5672607421875,
+        "covariance_trace_per_dim": 0.5415695905685425,
+        "dim": 1024,
+        "fixed_projection": {
+          "covariance_trace": 36.59104383442021,
+          "dim": 64,
+          "eigenvalue": {
+            "count": 64,
+            "finite_count": 64,
+            "max": 5.786385093475848,
+            "mean": 0.5717350599128158,
+            "median": 0.2782734328202716,
+            "min": 0.08428753279962188,
+            "q05": 0.10044660656062988,
+            "q25": 0.16469575260011476,
+            "q75": 0.5253799380482727,
+            "q95": 1.7012984644573843,
+            "std": 0.9440410761795703
+          },
+          "largest_eigenvalue_fraction": 0.15813665004092478,
+          "logdet_per_dim": -1.1332285062745426,
+          "normalized_participation_ratio": 0.2683543600924849,
+          "off_diagonal_rms": 0.11588536938258363,
+          "participation_ratio": 17.174679045919035
+        },
+        "mean_vector_norm": 20.019256591796875,
+        "sample_norm": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 108.35662078857422,
+          "mean": 30.266906480407716,
+          "median": 28.61817169189453,
+          "min": 22.0238094329834,
+          "q05": 24.453031826019288,
+          "q25": 26.601150035858154,
+          "q75": 31.6057448387146,
+          "q95": 42.29998435974122,
+          "std": 6.25629512888849
+        },
+        "samples": 5000,
+        "variance_diagonal": {
+          "count": 1024,
+          "finite_count": 1024,
+          "max": 3.01693058013916,
+          "mean": 0.5415695629744732,
+          "median": 0.43528833985328674,
+          "min": 0.034345369786024094,
+          "q05": 0.06477936692535878,
+          "q25": 0.19344769045710564,
+          "q75": 0.7815694361925125,
+          "q95": 1.357003390789032,
+          "std": 0.4381046351739045
+        }
+      },
+      "p_norm": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 108.35662078857422,
+        "mean": 30.266906480407716,
+        "median": 28.61817169189453,
+        "min": 22.0238094329834,
+        "q05": 24.453031826019288,
+        "q25": 26.601150035858154,
+        "q75": 31.6057448387146,
+        "q95": 42.29998435974122,
+        "std": 6.25629512888849
+      },
+      "p_rms_per_dim": 0.9658358097076416,
+      "q_covariance": {
+        "covariance_trace": 355.2258605957031,
+        "covariance_trace_per_dim": 0.34690025448799133,
+        "dim": 1024,
+        "fixed_projection": {
+          "covariance_trace": 22.48149323031597,
+          "dim": 64,
+          "eigenvalue": {
+            "count": 64,
+            "finite_count": 64,
+            "max": 1.7896584116597185,
+            "mean": 0.351273331723687,
+            "median": 0.2509845868208767,
+            "min": 0.07914090958841037,
+            "q05": 0.10037011895258348,
+            "q25": 0.1520039818842812,
+            "q75": 0.44226168448330067,
+            "q95": 0.9114049832638895,
+            "std": 0.3030391030937273
+          },
+          "largest_eigenvalue_fraction": 0.07960585150306608,
+          "logdet_per_dim": -1.3141234036904468,
+          "normalized_participation_ratio": 0.5733189918211841,
+          "off_diagonal_rms": 0.03726043225660296,
+          "participation_ratio": 36.69241547655578
+        },
+        "mean_vector_norm": 24.64250373840332,
+        "sample_norm": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 89.38632202148438,
+          "mean": 30.72025270996094,
+          "median": 29.451123237609863,
+          "min": 25.692716598510742,
+          "q05": 27.109086513519287,
+          "q25": 28.234145164489746,
+          "q75": 31.511245250701904,
+          "q95": 38.96797561645509,
+          "std": 4.321324032571114
+        },
+        "samples": 5000,
+        "variance_diagonal": {
+          "count": 1024,
+          "finite_count": 1024,
+          "max": 2.0038001537323,
+          "mean": 0.3469002458259638,
+          "median": 0.3075956553220749,
+          "min": 0.034044716507196426,
+          "q05": 0.06410416550934314,
+          "q25": 0.1690317913889885,
+          "q75": 0.49646124243736267,
+          "q95": 0.725712239742279,
+          "std": 0.22901511834588806
+        }
+      },
+      "q_norm": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 89.38632202148438,
+        "mean": 30.72025270996094,
+        "median": 29.451123237609863,
+        "min": 25.692716598510742,
+        "q05": 27.109086513519287,
+        "q25": 28.234145164489746,
+        "q75": 31.511245250701904,
+        "q95": 38.96797561645509,
+        "std": 4.321324032571114
+      },
+      "q_rms_per_dim": 0.9694592952728271,
+      "qp_cross_covariance": {
+        "projected_cross_covariance_frobenius": 4.104242146119279,
+        "projected_normalized_cross_covariance": 0.7169671085969529
+      },
+      "step": 0
+    },
+    {
+      "p_covariance": {
+        "covariance_trace": 551.0904541015625,
+        "covariance_trace_per_dim": 0.5381742715835571,
+        "dim": 1024,
+        "fixed_projection": {
+          "covariance_trace": 36.346074083336845,
+          "dim": 64,
+          "eigenvalue": {
+            "count": 64,
+            "finite_count": 64,
+            "max": 5.6834440002230755,
+            "mean": 0.5679074075521382,
+            "median": 0.27785497800607917,
+            "min": 0.08381244167355908,
+            "q05": 0.10089044822041698,
+            "q25": 0.1638115247666089,
+            "q75": 0.5260636902042801,
+            "q95": 1.6877242713536522,
+            "std": 0.9308652450102106
+          },
+          "largest_eigenvalue_fraction": 0.1563702309963842,
+          "logdet_per_dim": -1.1350064533362467,
+          "normalized_participation_ratio": 0.27124556516605774,
+          "off_diagonal_rms": 0.1142676221302767,
+          "participation_ratio": 17.359716170627696
+        },
+        "mean_vector_norm": 19.82703971862793,
+        "sample_norm": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 108.4427261352539,
+          "mean": 30.08485487976074,
+          "median": 28.42984390258789,
+          "min": 21.87529945373535,
+          "q05": 24.340028285980225,
+          "q25": 26.430622577667236,
+          "q75": 31.42114543914795,
+          "q95": 42.02071418762209,
+          "std": 6.244459169676132
+        },
+        "samples": 5000,
+        "variance_diagonal": {
+          "count": 1024,
+          "finite_count": 1024,
+          "max": 2.97329044342041,
+          "mean": 0.5381742749232217,
+          "median": 0.43474242091178894,
+          "min": 0.03449970483779907,
+          "q05": 0.06441492885351181,
+          "q25": 0.19083672761917114,
+          "q75": 0.7735669910907745,
+          "q95": 1.3480081677436824,
+          "std": 0.4345712068003287
+        }
+      },
+      "p_norm": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 108.4427261352539,
+        "mean": 30.08485487976074,
+        "median": 28.42984390258789,
+        "min": 21.87529945373535,
+        "q05": 24.340028285980225,
+        "q25": 26.430622577667236,
+        "q75": 31.42114543914795,
+        "q95": 42.02071418762209,
+        "std": 6.244459169676132
+      },
+      "p_rms_per_dim": 0.9601898193359375,
+      "q_covariance": {
+        "covariance_trace": 354.8233337402344,
+        "covariance_trace_per_dim": 0.34650716185569763,
+        "dim": 1024,
+        "fixed_projection": {
+          "covariance_trace": 22.427253413223156,
+          "dim": 64,
+          "eigenvalue": {
+            "count": 64,
+            "finite_count": 64,
+            "max": 1.8184796708046451,
+            "mean": 0.3504258345816118,
+            "median": 0.2507125677947397,
+            "min": 0.07814916535186137,
+            "q05": 0.09997760147443466,
+            "q25": 0.15232589005976893,
+            "q75": 0.4386437011228656,
+            "q95": 0.9134730167279188,
+            "std": 0.3049501782180805
+          },
+          "largest_eigenvalue_fraction": 0.08108347630889415,
+          "logdet_per_dim": -1.3189636650708758,
+          "normalized_participation_ratio": 0.5690561588444839,
+          "off_diagonal_rms": 0.03746967719701026,
+          "participation_ratio": 36.41959416604697
+        },
+        "mean_vector_norm": 24.672231674194336,
+        "sample_norm": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 88.70249938964844,
+          "mean": 30.735023971557617,
+          "median": 29.45423126220703,
+          "min": 25.663164138793945,
+          "q05": 27.13135232925415,
+          "q25": 28.24580192565918,
+          "q75": 31.503668785095215,
+          "q95": 38.95042591094972,
+          "std": 4.33932405642894
+        },
+        "samples": 5000,
+        "variance_diagonal": {
+          "count": 1024,
+          "finite_count": 1024,
+          "max": 1.9023982286453247,
+          "mean": 0.34650716564283357,
+          "median": 0.3031533509492874,
+          "min": 0.032906096428632736,
+          "q05": 0.06386281326413154,
+          "q25": 0.1674436330795288,
+          "q75": 0.4947936683893204,
+          "q95": 0.7479600012302391,
+          "std": 0.22890771414316055
+        }
+      },
+      "q_norm": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 88.70249938964844,
+        "mean": 30.735023971557617,
+        "median": 29.45423126220703,
+        "min": 25.663164138793945,
+        "q05": 27.13135232925415,
+        "q25": 28.24580192565918,
+        "q75": 31.503668785095215,
+        "q95": 38.95042591094972,
+        "std": 4.33932405642894
+      },
+      "q_rms_per_dim": 0.969994843006134,
+      "qp_cross_covariance": {
+        "projected_cross_covariance_frobenius": 4.078077272068912,
+        "projected_normalized_cross_covariance": 0.7162391931883193
+      },
+      "step": 1
+    },
+    {
+      "p_covariance": {
+        "covariance_trace": 541.3285522460938,
+        "covariance_trace_per_dim": 0.5286411643028259,
+        "dim": 1024,
+        "fixed_projection": {
+          "covariance_trace": 35.669180938820645,
+          "dim": 64,
+          "eigenvalue": {
+            "count": 64,
+            "finite_count": 64,
+            "max": 5.442558230093352,
+            "mean": 0.5573309521690726,
+            "median": 0.27597941699353284,
+            "min": 0.0825691896787127,
+            "q05": 0.10116156474467217,
+            "q25": 0.16160419392146,
+            "q75": 0.5228260988188393,
+            "q95": 1.6542618106420524,
+            "std": 0.8995322484003554
+          },
+          "largest_eigenvalue_fraction": 0.15258433434253407,
+          "logdet_per_dim": -1.1441061897635294,
+          "normalized_participation_ratio": 0.2773927773660926,
+          "off_diagonal_rms": 0.11043007069700744,
+          "participation_ratio": 17.753137751429925
+        },
+        "mean_vector_norm": 19.343385696411133,
+        "sample_norm": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 108.30205535888672,
+          "mean": 29.60851754722595,
+          "median": 27.900466918945312,
+          "min": 21.56452178955078,
+          "q05": 23.97283821105957,
+          "q25": 25.98929738998413,
+          "q75": 30.91155242919922,
+          "q95": 41.60044097900391,
+          "std": 6.2227419156294035
+        },
+        "samples": 5000,
+        "variance_diagonal": {
+          "count": 1024,
+          "finite_count": 1024,
+          "max": 2.891622543334961,
+          "mean": 0.5286411626693734,
+          "median": 0.42632603645324707,
+          "min": 0.03489581122994423,
+          "q05": 0.06342407427728176,
+          "q25": 0.18964898958802223,
+          "q75": 0.7575039118528366,
+          "q95": 1.3252680599689481,
+          "std": 0.4255756394178929
+        }
+      },
+      "p_norm": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 108.30205535888672,
+        "mean": 29.60851754722595,
+        "median": 27.900466918945312,
+        "min": 21.56452178955078,
+        "q05": 23.97283821105957,
+        "q25": 25.98929738998413,
+        "q75": 30.91155242919922,
+        "q95": 41.60044097900391,
+        "std": 6.2227419156294035
+      },
+      "p_rms_per_dim": 0.9454800486564636,
+      "q_covariance": {
+        "covariance_trace": 356.5976867675781,
+        "covariance_trace_per_dim": 0.348239928483963,
+        "dim": 1024,
+        "fixed_projection": {
+          "covariance_trace": 22.503175849762506,
+          "dim": 64,
+          "eigenvalue": {
+            "count": 64,
+            "finite_count": 64,
+            "max": 1.8785783751991842,
+            "mean": 0.35161212265253916,
+            "median": 0.2508829611186014,
+            "min": 0.07736253700280418,
+            "q05": 0.0991889443383522,
+            "q25": 0.15299950814363467,
+            "q75": 0.431548860506888,
+            "q95": 0.9133701340286027,
+            "std": 0.3116903529869858
+          },
+          "largest_eigenvalue_fraction": 0.08348058903956929,
+          "logdet_per_dim": -1.3209700393953636,
+          "normalized_participation_ratio": 0.5599691400016683,
+          "off_diagonal_rms": 0.03828134790494639,
+          "participation_ratio": 35.83802496010677
+        },
+        "mean_vector_norm": 24.74037742614746,
+        "sample_norm": {
+          "count": 5000,
+          "finite_count": 5000,
+          "max": 88.31612396240234,
+          "mean": 30.81324519844055,
+          "median": 29.518369674682617,
+          "min": 25.67830467224121,
+          "q05": 27.198730945587158,
+          "q25": 28.32276678085327,
+          "q75": 31.5848331451416,
+          "q95": 39.067536735534674,
+          "std": 4.376819749369022
+        },
+        "samples": 5000,
+        "variance_diagonal": {
+          "count": 1024,
+          "finite_count": 1024,
+          "max": 1.8080735206604004,
+          "mean": 0.34823992193560116,
+          "median": 0.3049021363258362,
+          "min": 0.0319402813911438,
+          "q05": 0.06309111677110195,
+          "q25": 0.16487615928053856,
+          "q75": 0.499872051179409,
+          "q95": 0.770635378360748,
+          "std": 0.23195853386187532
+        }
+      },
+      "q_norm": {
+        "count": 5000,
+        "finite_count": 5000,
+        "max": 88.31612396240234,
+        "mean": 30.81324519844055,
+        "median": 29.518369674682617,
+        "min": 25.67830467224121,
+        "q05": 27.198730945587158,
+        "q25": 28.32276678085327,
+        "q75": 31.5848331451416,
+        "q95": 39.067536735534674,
+        "std": 4.376819749369022
+      },
+      "q_rms_per_dim": 0.9725794196128845,
+      "qp_cross_covariance": {
+        "projected_cross_covariance_frobenius": 4.037872920336695,
+        "projected_normalized_cross_covariance": 0.7157955085108452
+      },
+      "step": 2
+    }
+  ]
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/predictor_dynamics.json.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 64009,
+  "path": "predictor_dynamics.json",
+  "sha256": "31afe70bdc986564ad0f9c7c6bb267ff4fee5de8e42abd52ab11f71642dc745d"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/plots/cifar100_vpr_ns_rotation_seed42_438eb9d962dc_latent_trajectory_pca.png.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 88854,
+  "path": "cifar100_vpr_ns_rotation_seed42_438eb9d962dc_latent_trajectory_pca.png",
+  "sha256": "0e1635e9ffba0adda20cf852b4b55cc0bcfe8c12656ec6d43a432cd46a772f32"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/run_metadata.json

@@ -0,0 +1,202 @@
+{
+  "active_config": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_vpr_ns_rotation_seed42.yaml",
+  "active_config_sha256": "711c69e1add565cedc1e9030629101a4bcc1393c84106ac94d7df99ebce0e5cb",
+  "checkpoint": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42.pth",
+  "checkpoint_sha256": "438eb9d962dccda5063b28b18b70814724f683cc6e8eda2bf01b83060b77b3b2",
+  "comparison_families": [
+    "headless_causal"
+  ],
+  "completed_at_unix": 1785186309.2896748,
+  "completed_stages": [
+    "diagnostics",
+    "evaluate",
+    "train"
+  ],
+  "dataset": "cifar100",
+  "dataset_manifest": null,
+  "dataset_protocol_id": "cifar100_mc2_32px_batch512_adamw_cosine80_v1",
+  "declared_epochs": 80,
+  "declared_parameter_counts": {
+    "encoder": 11177088,
+    "predictor": 328449,
+    "projector": 0,
+    "regularizer": 0,
+    "total_trainable": 11505537
+  },
+  "direction_semantics": "reverse_time",
+  "dry_run": false,
+  "dynamics_sha256": "31afe70bdc986564ad0f9c7c6bb267ff4fee5de8e42abd52ab11f71642dc745d",
+  "elapsed_sec": 545.961040019989,
+  "encoder_protocol_id": "resnet18_cifar_layer3_tokens_8x8x32_dim2048_v1",
+  "environment": {
+    "cpu_count": 12,
+    "cuda_available": true,
+    "cuda_runtime": "12.1",
+    "cudnn": 8902,
+    "executable": "/usr/bin/python3",
+    "gpu_names": [
+      "NVIDIA A100-SXM4-40GB"
+    ],
+    "machine": "x86_64",
+    "mps_available": false,
+    "pip_freeze_sha256": "377c96480f32393edffc849326e68e1d5ef59c795ff641b0728911c9844d2cc7",
+    "platform": "Linux-6.6.122+-x86_64-with-glibc2.35",
+    "python": "3.12.13",
+    "torch": "2.2.2+cu121"
+  },
+  "epochs": 80,
+  "evaluation_representations": [
+    "encoder_preprojector"
+  ],
+  "frozen_source_commit_sha": "894311e0126ac9786267ed42796640718bfd6e91",
+  "frozen_source_ref": "neurips-rebuttal-precompute-v6",
+  "frozen_source_resolution": "immutable_tag",
+  "git": {
+    "branch": "HEAD",
+    "commit": "894311e0126ac9786267ed42796640718bfd6e91",
+    "commit_matches_frozen_source": true,
+    "dirty": false,
+    "frozen_source_commit_sha": "894311e0126ac9786267ed42796640718bfd6e91",
+    "frozen_source_ref": "neurips-rebuttal-precompute-v6",
+    "frozen_source_resolution": "immutable_tag",
+    "status_sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
+    "tracked_diff_sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
+  },
+  "imagenet_runtime_systems_profile": null,
+  "implementation_semantics": {
+    "bidirectional_mode": "reverse_time",
+    "class": "corrected",
+    "fixed_force_transform": "pairwise_rotation_pi_over_6",
+    "group": "vpr_ns_pairwise_rotation_pi_over_6_v1",
+    "phase_space_after_projector": false,
+    "predictor_family": "vpr_ns"
+  },
+  "job_type": "train",
+  "manifest": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/manifest.yaml",
+  "manifest_sha256": "770e6d968bff0d06b3216080e01f3d2796866ebfa973f7f0da70a4419f4ed7d9",
+  "matching_mode": "q",
+  "method": "vpr_ns_pairwise_rotation",
+  "metrics_sha256": "67d6fadde1786849d9d1de4fb4abab677121513c34a02aecc34c4362f30b72e0",
+  "metrics_sha256_by_representation": {
+    "encoder_preprojector": "67d6fadde1786849d9d1de4fb4abab677121513c34a02aecc34c4362f30b72e0"
+  },
+  "objective_protocol_id": "vpr_ns_q_reverse_time_both_variance_pi_over_6_v1",
+  "paired_baselines": [
+    "sigreg_headless"
+  ],
+  "projector_protocol_id": "identity_2048_v1",
+  "requested_stages": [
+    "diagnostics",
+    "evaluate"
+  ],
+  "reuse_checkpoint_from": null,
+  "run_id": "scientific_vpr_ns_rotation_cifar100_seed42",
+  "schema_version": 2,
+  "seed": 42,
+  "source_commit_matches_frozen": true,
+  "source_config": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_vpr_ns_rotation_seed42.yaml",
+  "source_config_sha256": "711c69e1add565cedc1e9030629101a4bcc1393c84106ac94d7df99ebce0e5cb",
+  "source_publication_verification": {
+    "archive_sha256": "0cff537be761e71d6e9936f866b79e233634a48713fa69cf64caa21b3362c1d6",
+    "mode": "hash_verified_private_source_archive_with_embedded_tag",
+    "tagged_commit": "894311e0126ac9786267ed42796640718bfd6e91"
+  },
+  "stage_invocation_started_at_unix": 1785185763.3286355,
+  "stages": [
+    {
+      "command": [
+        "/usr/bin/python3",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/scripts/eval_metric_robustness.py",
+        "--config",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_vpr_ns_rotation_seed42.yaml",
+        "--ckpt",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42.pth",
+        "--dataset",
+        "cifar100",
+        "--data_root",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data",
+        "--cache_dir",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/feature_cache",
+        "--out",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/.metric_robustness_encoder_preprojector.inprogress_001.json",
+        "--device",
+        "auto",
+        "--representation",
+        "encoder_preprojector",
+        "--readouts",
+        "auto",
+        "--knn_modes",
+        "raw_cosine,train_mean_centered_cosine,euclidean,shrinkage_whitened_cosine",
+        "--knn_ks",
+        "1,5,10,20,50,100,200",
+        "--probe_seeds",
+        "0,1,2,3,4",
+        "--probe_epochs",
+        "50",
+        "--whitening_lambda",
+        "0.001",
+        "--provenance-status",
+        "rebuttal_manifest_run",
+        "--num_workers",
+        "4",
+        "--dataset_manifest",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/cifar100_dataset_manifest.json",
+        "--require_dataset_manifest"
+      ],
+      "command_shell": "/usr/bin/python3 /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/scripts/eval_metric_robustness.py --config /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_vpr_ns_rotation_seed42.yaml --ckpt /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42.pth --dataset cifar100 --data_root /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data --cache_dir /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/feature_cache --out /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/.metric_robustness_encoder_preprojector.inprogress_001.json --device auto --representation encoder_preprojector --readouts auto --knn_modes raw_cosine,train_mean_centered_cosine,euclidean,shrinkage_whitened_cosine --knn_ks 1,5,10,20,50,100,200 --probe_seeds 0,1,2,3,4 --probe_epochs 50 --whitening_lambda 0.001 --provenance-status rebuttal_manifest_run --num_workers 4 --dataset_manifest /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/cifar100_dataset_manifest.json --require_dataset_manifest",
+      "elapsed_sec": 531.5444242954254,
+      "name": "evaluate_encoder_preprojector",
+      "return_code": 0,
+      "stderr": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/evaluate_encoder_preprojector.stderr.log",
+      "stderr_sha256": "286456f51d2a194792c0a3fc509dbe0e1fd2151f8c017b83b6f8ab07773cf93c",
+      "stdout": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/evaluate_encoder_preprojector.stdout.log",
+      "stdout_sha256": "a69743bcc262840e586cb88da155b51db1f320faa0564b345d3221bc9d11f882"
+    },
+    {
+      "command": [
+        "/usr/bin/python3",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/scripts/eval_predictor_dynamics.py",
+        "--checkpoint",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42.pth",
+        "--config",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_vpr_ns_rotation_seed42.yaml",
+        "--dataset",
+        "cifar100",
+        "--data-root",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data",
+        "--num-pairs",
+        "5000",
+        "--encode-batch-size",
+        "256",
+        "--dynamics-batch-size",
+        "256",
+        "--num-workers",
+        "4",
+        "--device",
+        "auto",
+        "--covariance-projection-dim",
+        "64",
+        "--trajectory-samples",
+        "20",
+        "--out",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/.predictor_dynamics.inprogress_001.json",
+        "--plot-dir",
+        "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/.plots.inprogress_001",
+        "--provenance-status",
+        "rebuttal_manifest_run",
+        "--feature-cache-hash",
+        "cd9852ccc0c0e4682f136b36797e179e51eee93b92911a4f1926dc072135d877"
+      ],
+      "command_shell": "/usr/bin/python3 /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/scripts/eval_predictor_dynamics.py --checkpoint /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed42.pth --config /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/configs/rebuttal/cifar100_vpr_ns_rotation_seed42.yaml --dataset cifar100 --data-root /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/data --num-pairs 5000 --encode-batch-size 256 --dynamics-batch-size 256 --num-workers 4 --device auto --covariance-projection-dim 64 --trajectory-samples 20 --out /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/metrics/.predictor_dynamics.inprogress_001.json --plot-dir /content/hamjepa_rebuttal_v6/a100_eval_core_seed42/source/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/.plots.inprogress_001 --provenance-status rebuttal_manifest_run --feature-cache-hash cd9852ccc0c0e4682f136b36797e179e51eee93b92911a4f1926dc072135d877",
+      "elapsed_sec": 14.100573301315308,
+      "name": "dynamics",
+      "return_code": 0,
+      "stderr": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/dynamics.stderr.log",
+      "stderr_sha256": "286456f51d2a194792c0a3fc509dbe0e1fd2151f8c017b83b6f8ab07773cf93c",
+      "stdout": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed42/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/logs/dynamics.stdout.log",
+      "stdout_sha256": "06919c023a9508125667587ca31e191a320ffccbfc5863a072b1133245b5e02b"
+    }
+  ],
+  "started_at_unix": 1785185763.3286347,
+  "status": "stage_complete"
+}

further_experiments/v6/a100_eval_core_seed42/rebuttal_2026/experiments/runs_scientific/scientific_vpr_ns_rotation_cifar100_seed42/run_metadata.json.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 11271,
+  "path": "run_metadata.json",
+  "sha256": "7bdf0e1dfcf4a0c52efb54fe2bf174a845f5fe6508d3ba8a15b471a190b4b7e2"
+}

further_experiments/v6/a100_eval_core_seed42/runtime_manifest_resolution.json

@@ -0,0 +1,9 @@
+{
+  "resolution_rule": "git_rev_parse_immutable_tag_and_clean_HEAD_must_both_equal_expected_commit",
+  "resolved_manifest_value": "894311e0126ac9786267ed42796640718bfd6e91",
+  "schema_version": 1,
+  "scope": "post_training_discovery_only_in_memory_no_yaml_mutation",
+  "source_commit": "894311e0126ac9786267ed42796640718bfd6e91",
+  "source_tag": "neurips-rebuttal-precompute-v6",
+  "tracked_manifest_value": "__FROZEN_SOURCE_COMMIT__"
+}

further_experiments/v6/a100_eval_core_seed42/runtime_manifest_resolution.json.sha256.json

@@ -0,0 +1,6 @@
+{
+  "bytes": 437,
+  "path": "runtime_manifest_resolution.json",
+  "schema_version": 1,
+  "sha256": "95aeaf8b671fa66a1f3bd95f8b22f58172fb2342e813082d6ea96e4bab08c489"
+}

further_experiments/v6/a100_eval_core_seed43/checkpoints/rebuttal/headless_hjepa/cifar100_hjepa_headless_reverse_time_seed43.pth.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 71071584,
+  "path": "cifar100_hjepa_headless_reverse_time_seed43.pth",
+  "sha256": "9fabdb7354d26e226d4389099f1db953db0ab6fc8461879faff1645bea03b947"
+}

further_experiments/v6/a100_eval_core_seed43/checkpoints/rebuttal/headless_sigreg/cifar100_sigreg_headless_seed43.pth.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 67119810,
+  "path": "cifar100_sigreg_headless_seed43.pth",
+  "sha256": "e13c80abc3ee80d25fcfb51401e88a8231a2efb3528d436c1844d5f418f7c28b"
+}

further_experiments/v6/a100_eval_core_seed43/checkpoints/rebuttal/mlp_hjepa_result_era_rerun/cifar100_mlp_hjepa_result_era_rerun_seed43.pth.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 71166658,
+  "path": "cifar100_mlp_hjepa_result_era_rerun_seed43.pth",
+  "sha256": "f673a315ae0b279da4e29185d9a51be111b8ec267c4964c7979998ae218e0820"
+}

further_experiments/v6/a100_eval_core_seed43/checkpoints/rebuttal/vpr_ns_rotation/cifar100_vpr_ns_rotation_seed43.pth.sha256.json

@@ -0,0 +1,5 @@
+{
+  "bytes": 71068584,
+  "path": "cifar100_vpr_ns_rotation_seed43.pth",
+  "sha256": "678d71ac64b709416b45ff2e346a754ea5695aadb6438cf7c11e6f8e69714fb1"
+}

further_experiments/v6/a100_eval_core_seed43/cifar100_dataset_manifest.json

@@ -0,0 +1,138 @@
+{
+  "classes": [
+    "apple",
+    "aquarium_fish",
+    "baby",
+    "bear",
+    "beaver",
+    "bed",
+    "bee",
+    "beetle",
+    "bicycle",
+    "bottle",
+    "bowl",
+    "boy",
+    "bridge",
+    "bus",
+    "butterfly",
+    "camel",
+    "can",
+    "castle",
+    "caterpillar",
+    "cattle",
+    "chair",
+    "chimpanzee",
+    "clock",
+    "cloud",
+    "cockroach",
+    "couch",
+    "crab",
+    "crocodile",
+    "cup",
+    "dinosaur",
+    "dolphin",
+    "elephant",
+    "flatfish",
+    "forest",
+    "fox",
+    "girl",
+    "hamster",
+    "house",
+    "kangaroo",
+    "keyboard",
+    "lamp",
+    "lawn_mower",
+    "leopard",
+    "lion",
+    "lizard",
+    "lobster",
+    "man",
+    "maple_tree",
+    "motorcycle",
+    "mountain",
+    "mouse",
+    "mushroom",
+    "oak_tree",
+    "orange",
+    "orchid",
+    "otter",
+    "palm_tree",
+    "pear",
+    "pickup_truck",
+    "pine_tree",
+    "plain",
+    "plate",
+    "poppy",
+    "porcupine",
+    "possum",
+    "rabbit",
+    "raccoon",
+    "ray",
+    "road",
+    "rocket",
+    "rose",
+    "sea",
+    "seal",
+    "shark",
+    "shrew",
+    "skunk",
+    "skyscraper",
+    "snail",
+    "snake",
+    "spider",
+    "squirrel",
+    "streetcar",
+    "sunflower",
+    "sweet_pepper",
+    "table",
+    "tank",
+    "telephone",
+    "television",
+    "tiger",
+    "tractor",
+    "train",
+    "trout",
+    "tulip",
+    "turtle",
+    "wardrobe",
+    "whale",
+    "willow_tree",
+    "wolf",
+    "woman",
+    "worm"
+  ],
+  "dataset": "cifar100",
+  "dataset_identity_sha256": "ba90d418b70cffad26c744f2df653614161e2a63d17f77c0f96b3a85b0e9cb93",
+  "files": [
+    {
+      "bytes": 0,
+      "path": "cifar-100-python/file.txt~",
+      "sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
+    },
+    {
+      "bytes": 1473,
+      "path": "cifar-100-python/meta",
+      "sha256": "a5d4786345c961390f865e93b434dbd5c6904ce880667e0cb888c97d449f28b9"
+    },
+    {
+      "bytes": 31049707,
+      "path": "cifar-100-python/test",
+      "sha256": "4b67687d9933c4db8f0831104447f15b93774f4f464bd0516f0f0f2ac83b7864"
+    },
+    {
+      "bytes": 155249918,
+      "path": "cifar-100-python/train",
+      "sha256": "735e79b04f092ca3d2e6d07f368c0a7d70d48c48d28865950cc24454cf45129b"
+    },
+    {
+      "bytes": 169001437,
+      "path": "cifar-100-python.tar.gz",
+      "sha256": "85cd44d02ba6437773c5bbd22e183051d648de2e7d6b014e1ef29b855ba677a7"
+    }
+  ],
+  "root": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed43/data",
+  "schema_version": 1,
+  "status": "verified",
+  "test_images": 10000,
+  "train_images": 50000
+}

further_experiments/v6/a100_eval_core_seed43/cifar100_dataset_manifest.json.sha256.json

@@ -0,0 +1,6 @@
+{
+  "bytes": 2550,
+  "path": "cifar100_dataset_manifest.json",
+  "schema_version": 1,
+  "sha256": "dcef2118ffcdc661d7ab7ba085088d29be466609518e23506455a8c89576e1d4"
+}

further_experiments/v6/a100_eval_core_seed43/cost_preflight/scientific_hjepa_headless_reverse_time_cifar100_seed43.json

@@ -0,0 +1,85 @@
+{
+  "batch_source": "real_cifar100_augmented_global_views",
+  "config": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed43/source/configs/rebuttal/cifar100_hjepa_headless_reverse_time_seed43.yaml",
+  "config_sha256": "ceed170281efb60c3ef13455e3479e88cecc20030113eb6192119e315c10d65d",
+  "configured_num_workers": 8,
+  "device": "cuda",
+  "effective_precision": "bf16_autocast",
+  "encoder_only_inference": {
+    "images_per_second": 4506.187704213919,
+    "images_per_step": 512,
+    "mean_step_time_seconds": 0.11362154299990834,
+    "median_step_time_seconds": 0.11362154299990834,
+    "peak_allocated_bytes": 813126656,
+    "peak_reserved_bytes": 3189768192,
+    "std_step_time_seconds": 0.0,
+    "step_time_seconds": [
+      0.11362154299990834
+    ],
+    "timed_steps": 1,
+    "warmup_steps": 0
+  },
+  "encoder_projector_reference_step": {
+    "images_per_second": 12891.77671962409,
+    "images_per_step": 1024,
+    "mean_step_time_seconds": 0.07943047899993871,
+    "median_step_time_seconds": 0.07943047899993871,
+    "peak_allocated_bytes": 2686234624,
+    "peak_reserved_bytes": 3189768192,
+    "std_step_time_seconds": 0.0,
+    "step_time_seconds": [
+      0.07943047899993871
+    ],
+    "timed_steps": 1,
+    "warmup_steps": 0
+  },
+  "full_training_step": {
+    "images_per_second": 602.9716166568207,
+    "images_per_step": 1024,
+    "mean_step_time_seconds": 1.698255725000081,
+    "median_step_time_seconds": 1.698255725000081,
+    "peak_allocated_bytes": 2639834112,
+    "peak_reserved_bytes": 3189768192,
+    "std_step_time_seconds": 0.0,
+    "step_time_seconds": [
+      1.698255725000081
+    ],
+    "timed_steps": 1,
+    "warmup_steps": 0
+  },
+  "gpu": "NVIDIA A100-SXM4-40GB",
+  "gpu_vram_bytes": 42405855232,
+  "last_full_step_health": {
+    "all_gradients_finite": true,
+    "all_objective_terms_finite": true,
+    "gradient_tensor_count": 53,
+    "max_abs_gradient": 0.11469180136919022,
+    "objective_terms": {
+      "budget": 2.0597354932760936e-09,
+      "logdet": 0.0,
+      "mean": 0.0711873322725296,
+      "prediction": 2.046875,
+      "total": 2.0504343509674072,
+      "variance": 0.0
+    },
+    "optimizer_step_succeeded": true
+  },
+  "parameter_count": {
+    "encoder": 11177088,
+    "predictor": 328449,
+    "projector": 0,
+    "regularizer": 0,
+    "total_trainable": 11505537
+  },
+  "predictor_family": "hamiltonian_leapfrog",
+  "predictor_specific_overhead": {
+    "definition": "full semantic method step minus encoder+projector paired-MSE reference on the same synthetic batch",
+    "fraction_of_reference": 20.38040392531677,
+    "seconds_per_step": 1.6188252460001422
+  },
+  "requested_precision": "bf16",
+  "runtime_cuda_prefetcher": false,
+  "runtime_prefetch_factor": 2,
+  "schema_version": 1,
+  "synchronization": "torch.cuda.synchronize"
+}

further_experiments/v6/a100_eval_core_seed43/cost_preflight/scientific_hjepa_headless_reverse_time_cifar100_seed43.json.sha256.json

@@ -0,0 +1,6 @@
+{
+  "bytes": 2789,
+  "path": "scientific_hjepa_headless_reverse_time_cifar100_seed43.json",
+  "schema_version": 1,
+  "sha256": "576068f2d67d2eaaa56be428a8df42f48d58674ea97623a12df6376615bb7ff0"
+}

further_experiments/v6/a100_eval_core_seed43/cost_preflight/scientific_mlp_hjepa_result_era_rerun_cifar100_seed43.json

@@ -0,0 +1,85 @@
+{
+  "batch_source": "real_cifar100_augmented_global_views",
+  "config": "/content/hamjepa_rebuttal_v6/a100_eval_core_seed43/source/configs/rebuttal/cifar100_mlp_hjepa_result_era_rerun_seed43.yaml",
+  "config_sha256": "8b8c9cb949a023cbb94b0ce5fbacba7da2ded22ff76c0fd00c87628ab78b51a3",
+  "configured_num_workers": 8,
+  "device": "cuda",
+  "effective_precision": "bf16_autocast",
+  "encoder_only_inference": {
+    "images_per_second": 4378.342644404918,
+    "images_per_step": 512,
+    "mean_step_time_seconds": 0.1169392260001132,
+    "median_step_time_seconds": 0.1169392260001132,
+    "peak_allocated_bytes": 812208128,
+    "peak_reserved_bytes": 3177185280,
+    "std_step_time_seconds": 0.0,
+    "step_time_seconds": [
+      0.1169392260001132
+    ],
+    "timed_steps": 1,
+    "warmup_steps": 0
+  },
+  "encoder_projector_reference_step": {
+    "images_per_second": 12899.886237897457,
+    "images_per_step": 1024,
+    "mean_step_time_seconds": 0.07938054499982172,
+    "median_step_time_seconds": 0.07938054499982172,
+    "peak_allocated_bytes": 2687413248,
+    "peak_reserved_bytes": 3177185280,
+    "std_step_time_seconds": 0.0,
+    "step_time_seconds": [
+      0.07938054499982172
+    ],
+    "timed_steps": 1,
+    "warmup_steps": 0
+  },
+  "full_training_step": {
+    "images_per_second": 1268.4125597566717,
+    "images_per_step": 1024,
+    "mean_step_time_seconds": 0.8073083100000531,
+    "median_step_time_seconds": 0.8073083100000531,
+    "peak_allocated_bytes": 2639865344,
+    "peak_reserved_bytes": 3172990976,
+    "std_step_time_seconds": 0.0,
+    "step_time_seconds": [
+      0.8073083100000531
+    ],
+    "timed_steps": 1,
+    "warmup_steps": 0
+  },
+  "gpu": "NVIDIA A100-SXM4-40GB",
+  "gpu_vram_bytes": 42405855232,
+  "last_full_step_health": {
+    "all_gradients_finite": true,
+    "all_objective_terms_finite": true,
+    "gradient_tensor_count": 54,
+    "max_abs_gradient": 0.11568775773048401,
+    "objective_terms": {
+      "budget": 2.5279867088556784e-09,
+      "logdet": 0.0,
+      "mean": 0.07142622768878937,
+      "prediction": 2.03125,
+      "total": 2.0348212718963623,
+      "variance": 0.0
+    },
+    "optimizer_step_succeeded": true
+  },
+  "parameter_count": {
+    "encoder": 11177088,
+    "predictor": 336368,
+    "projector": 0,
+    "regularizer": 0,
+    "total_trainable": 11513456
+  },
+  "predictor_family": "residual_mlp",
+  "predictor_specific_overhead": {
+    "definition": "full semantic method step minus encoder+projector paired-MSE reference on the same synthetic batch",
+    "fraction_of_reference": 9.170102888583925,
+    "seconds_per_step": 0.7279277650002314
+  },
+  "requested_precision": "bf16",
+  "runtime_cuda_prefetcher": false,
+  "runtime_prefetch_factor": 2,
+  "schema_version": 1,
+  "synchronization": "torch.cuda.synchronize"
+}