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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_df_train.csv b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_df_train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..09db1d6d025ca9653b9ff807b5206695ed530dad
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_df_train.csv
@@ -0,0 +1,201 @@
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_eval.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..6e34f38897eff6dfbd87adc49adb5f1405b71a0e
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_eval.json
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_scalar_eval.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_scalar_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..99dd6594f3b5e6ccf05bbb869376cf3018c98982
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_scalar_eval.json
@@ -0,0 +1,9 @@
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\ No newline at end of file
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_scalar_train.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_scalar_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..99dd6594f3b5e6ccf05bbb869376cf3018c98982
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_scalar_train.json
@@ -0,0 +1,9 @@
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+}
\ No newline at end of file
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_train.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..6e34f38897eff6dfbd87adc49adb5f1405b71a0e
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s0_session_metrics_train.json
@@ -0,0 +1,1426 @@
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_df_eval.csv b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_df_eval.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2b3e637b45a5b639dd6af7d420b03dcb76eda79c
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_df_eval.csv
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_df_train.csv b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_df_train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2b3e637b45a5b639dd6af7d420b03dcb76eda79c
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_df_train.csv
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_eval.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..2aa890e2412e3a0b819402570c5a3341a7f4ab3b
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_eval.json
@@ -0,0 +1,1426 @@
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_scalar_eval.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_scalar_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..17d3d6d4797891e3bc6b38b654826860a66fa91b
--- /dev/null
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@@ -0,0 +1,9 @@
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\ No newline at end of file
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_scalar_train.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_scalar_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..17d3d6d4797891e3bc6b38b654826860a66fa91b
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_scalar_train.json
@@ -0,0 +1,9 @@
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+}
\ No newline at end of file
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_train.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..2aa890e2412e3a0b819402570c5a3341a7f4ab3b
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s1_session_metrics_train.json
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_df_eval.csv b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_df_eval.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ccd68bb550f8076562054de0cc18232a573ef9d5
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_df_eval.csv
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_df_train.csv b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_df_train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ccd68bb550f8076562054de0cc18232a573ef9d5
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_df_train.csv
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_eval.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..57ecbb7d89080f89f86b926ef795b1e8e79dc1da
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_eval.json
@@ -0,0 +1,1426 @@
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_scalar_eval.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_scalar_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f6dc05b571024de54f5fd4d6104151e526aacb0
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_scalar_eval.json
@@ -0,0 +1,9 @@
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+}
\ No newline at end of file
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_scalar_train.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_scalar_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f6dc05b571024de54f5fd4d6104151e526aacb0
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_scalar_train.json
@@ -0,0 +1,9 @@
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+  "stability": 0.8576357960700989
+}
\ No newline at end of file
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_train.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..57ecbb7d89080f89f86b926ef795b1e8e79dc1da
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s2_session_metrics_train.json
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_df_eval.csv b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_df_eval.csv
new file mode 100644
index 0000000000000000000000000000000000000000..674f775f49e5b7041ce374d4c0a85f420d0fe56d
--- /dev/null
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_df_train.csv b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_df_train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..674f775f49e5b7041ce374d4c0a85f420d0fe56d
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_df_train.csv
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_metrics_eval.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_metrics_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e56124e1b21fc78cdfc9823f6bfe08f34a94eab
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_metrics_eval.json
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_metrics_scalar_eval.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_metrics_scalar_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..a82938d46b47eef46beca37a0c7929e1de10a181
--- /dev/null
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@@ -0,0 +1,9 @@
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\ No newline at end of file
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_metrics_scalar_train.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_metrics_scalar_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..a82938d46b47eef46beca37a0c7929e1de10a181
--- /dev/null
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@@ -0,0 +1,9 @@
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+}
\ No newline at end of file
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_metrics_train.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_metrics_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..4e56124e1b21fc78cdfc9823f6bfe08f34a94eab
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_s3_session_metrics_train.json
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_trial_metrics.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_trial_metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..992c3fb518668198fc7f8a65e402d76b0f820fe2
--- /dev/null
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@@ -0,0 +1,4667 @@
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diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_trial_metrics_scalar.json b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_trial_metrics_scalar.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2e57452326f764995ab90408554d3ae88a67ac3
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/info/crossq_atari_mspacman_t0_trial_metrics_scalar.json
@@ -0,0 +1,11 @@
+{
+  "frame": 2000000.0,
+  "total_reward_ma": 327.7920227050781,
+  "strength": 67.6827392578125,
+  "max_strength": 394.07501220703125,
+  "final_strength": 1.5500106811523438,
+  "sample_efficiency": -5.750860623265908e-07,
+  "training_efficiency": -1.11475319499732e-05,
+  "stability": 0.62153160572052,
+  "consistency": -3.18618106842041
+}
\ No newline at end of file
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0.log b/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0.log
new file mode 100644
index 0000000000000000000000000000000000000000..806f80273aca96b1e121bbd6b8119fdba4503d6e
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0.log
@@ -0,0 +1,5 @@
+2026-02-23 19:04:26 | INFO | PID:1195 | slm_lab.lib.logger:info | trial_metrics: frame:2.00e+06 | total_reward_ma:327.79 | strength:67.68 | max_strength:394.1 | final_strength:1.55 | sample_efficiency:-5.751e-07 | training_efficiency:-1.115e-05 | stability:0.6215 | consistency:-3.186
+2026-02-23 19:04:26 | INFO | PID:1195 | slm_lab.lib.logger:info | Trial 0 done
+2026-02-23 19:04:26 | INFO | PID:1195 | slm_lab.cli.main:run_spec | Output: data/crossq_atari_mspacman_2026_02_23_171317
+2026-02-23 19:04:26 | INFO | PID:1195 | slm_lab.lib.hf:cleanup_models | Cleanup saved 309.6 MB
+2026-02-23 19:04:26 | INFO | PID:1195 | slm_lab.lib.hf:upload | Uploading data/crossq_atari_mspacman_2026_02_23_171317 to SLM-Lab/benchmark-dev/data/crossq_atari_mspacman_2026_02_23_171317...
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s0.log b/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..cc270f945c321983265046ba4a106da7f2a06a2d
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s0.log
@@ -0,0 +1,955 @@
+2026-02-23 17:13:22 | INFO | PID:1313 | slm_lab.env:_make_vector_env | AtariVectorEnv: 16 envs, native preprocessing
+2026-02-23 17:13:29 | INFO | PID:1313 | slm_lab.lib.perf:log_perf_setup | Performance setup:
+Platform: GPU NVIDIA RTX A4500 (compute 8.6)
+• GPU cuDNN benchmark: enabled
+• GPU memory management: enabled
+• GPU TF32 acceleration: enabled
+2026-02-23 17:13:29 | INFO | PID:1313 | slm_lab.lib.logger:info | CrossQ:
+algorithm_spec:
+  name: CrossQ
+  action_pdtype: Categorical
+  action_policy: default
+  gamma: 0.99
+  training_start_step: 1000
+  training_frequency: 4
+  training_iter: 1
+name: CrossQ
+memory_spec:
+  name: Replay
+  batch_size: 256
+  max_size: 200000
+  use_cer: false
+action_pdtype: Categorical
+training_iter: 1
+training_start_step: 1000
+policy_delay: 1
+entropy_penalty_coef: 0.0
+symlog: False
+log_alpha_min: -5.0
+log_alpha_max: 2.0
+gamma: 0.99
+training_frequency: 4
+to_train: 0
+_train_step: 0
+_is_per: False
+shared: False
+net: (device:cuda:0) TorchArcNet(
+  (body): GraphModule(
+    (body): Sequential(
+      (0): Conv2d(4, 32, kernel_size=(8, 8), stride=(4, 4))
+      (1): ReLU()
+      (2): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2))
+      (3): ReLU()
+      (4): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))
+      (5): ReLU()
+      (6): Flatten(start_dim=1, end_dim=-1)
+      (7): Linear(in_features=3136, out_features=512, bias=True)
+      (8): ReLU()
+    )
+  )
+  (tails): Sequential(
+    (0): Linear(in_features=512, out_features=9, bias=True)
+  )
+  (loss_fn): SmoothL1Loss()
+)
+optim: Adam (
+Parameter Group 0
+    amsgrad: False
+    betas: (0.9, 0.999)
+    capturable: False
+    decoupled_weight_decay: False
+    differentiable: False
+    eps: 1e-08
+    foreach: None
+    fused: None
+    lr: 0.0003
+    maximize: False
+    weight_decay: 0
+)
+q1_net: (device:cuda:0) TorchArcNet(
+  (body): GraphModule(
+    (body): Sequential(
+      (0): Conv2d(4, 32, kernel_size=(8, 8), stride=(4, 4))
+      (1): ReLU()
+      (2): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2))
+      (3): ReLU()
+      (4): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))
+      (5): ReLU()
+      (6): Flatten(start_dim=1, end_dim=-1)
+      (7): Linear(in_features=3136, out_features=512, bias=True)
+      (8): BatchRenorm1d(512, eps=0.001, momentum=0.01, r_max=3.0, d_max=5.0, warmup_steps=100000)
+      (9): ReLU()
+    )
+  )
+  (tails): Sequential(
+    (0): Linear(in_features=512, out_features=9, bias=True)
+  )
+  (loss_fn): SmoothL1Loss()
+)
+q1_optim: Adam (
+Parameter Group 0
+    amsgrad: False
+    betas: (0.9, 0.999)
+    capturable: False
+    decoupled_weight_decay: False
+    differentiable: False
+    eps: 1e-08
+    foreach: None
+    fused: None
+    lr: 0.0003
+    maximize: False
+    weight_decay: 0
+)
+q2_net: (device:cuda:0) TorchArcNet(
+  (body): GraphModule(
+    (body): Sequential(
+      (0): Conv2d(4, 32, kernel_size=(8, 8), stride=(4, 4))
+      (1): ReLU()
+      (2): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2))
+      (3): ReLU()
+      (4): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))
+      (5): ReLU()
+      (6): Flatten(start_dim=1, end_dim=-1)
+      (7): Linear(in_features=3136, out_features=512, bias=True)
+      (8): BatchRenorm1d(512, eps=0.001, momentum=0.01, r_max=3.0, d_max=5.0, warmup_steps=100000)
+      (9): ReLU()
+    )
+  )
+  (tails): Sequential(
+    (0): Linear(in_features=512, out_features=9, bias=True)
+  )
+  (loss_fn): SmoothL1Loss()
+)
+q2_optim: Adam (
+Parameter Group 0
+    amsgrad: False
+    betas: (0.9, 0.999)
+    capturable: False
+    decoupled_weight_decay: False
+    differentiable: False
+    eps: 1e-08
+    foreach: None
+    fused: None
+    lr: 0.0003
+    maximize: False
+    weight_decay: 0
+)
+net_names: ['net', 'q1_net', 'q2_net']
+target_entropy: 1.3183347464017316
+log_alpha: tensor([0.], device='cuda:0', requires_grad=True)
+alpha: tensor([1.], device='cuda:0')
+alpha_optim: Adam (
+Parameter Group 0
+    amsgrad: False
+    betas: (0.9, 0.999)
+    capturable: False
+    decoupled_weight_decay: False
+    differentiable: False
+    eps: 1e-08
+    foreach: None
+    fused: None
+    lr: 0.0003
+    maximize: False
+    weight_decay: 0
+)
+2026-02-23 17:14:04 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:223.57     total_reward_ma:223.57  loss:-44.31             fps:256.4
+frame:1.00e+04          wall_t:39               t:625                   epi:nan
+opt_step:563            lr:0.0003               alpha:1.036
+2026-02-23 17:14:41 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:213.71     total_reward_ma:218.64  loss:-99.5              fps:259.7
+frame:2.00e+04          wall_t:77               t:1250                  epi:nan
+opt_step:1188           lr:0.0003               alpha:1.247
+2026-02-23 17:15:17 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:207.50     total_reward_ma:214.93  loss:-124.5             fps:267.9
+frame:3.00e+04          wall_t:112              t:1875                  epi:nan
+opt_step:1813           lr:0.0003               alpha:1.484
+2026-02-23 17:15:54 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:193.92     total_reward_ma:209.68  loss:-158.8             fps:268.5
+frame:4.00e+04          wall_t:149              t:2500                  epi:nan
+opt_step:2438           lr:0.0003               alpha:1.655
+2026-02-23 17:16:29 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:189.27     total_reward_ma:205.60  loss:-170.6             fps:271.7
+frame:5.00e+04          wall_t:184              t:3125                  epi:nan
+opt_step:3063           lr:0.0003               alpha:1.604
+2026-02-23 17:17:05 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:192.60     total_reward_ma:203.43  loss:-179.1             fps:272.7
+frame:6.00e+04          wall_t:220              t:3750                  epi:nan
+opt_step:3688           lr:0.0003               alpha:1.437
+2026-02-23 17:17:39 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:198.90     total_reward_ma:202.78  loss:-170.2             fps:275.6
+frame:7.00e+04          wall_t:254              t:4375                  epi:nan
+opt_step:4313           lr:0.0003               alpha:1.291
+2026-02-23 17:18:14 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:215.70     total_reward_ma:204.40  loss:-169               fps:276.8
+frame:8.00e+04          wall_t:289              t:5000                  epi:nan
+opt_step:4938           lr:0.0003               alpha:1.121
+2026-02-23 17:18:49 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:232.90     total_reward_ma:207.56  loss:-155.5             fps:277.8
+frame:9.00e+04          wall_t:324              t:5625                  epi:nan
+opt_step:5563           lr:0.0003               alpha:0.9679
+2026-02-23 17:19:24 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:268.40     total_reward_ma:213.65  loss:-149               fps:278.6
+frame:1.00e+05          wall_t:359              t:6250                  epi:nan
+opt_step:6188           lr:0.0003               alpha:0.8281
+2026-02-23 17:19:57 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:299.10     total_reward_ma:221.42  loss:-134.9             fps:280.6
+frame:1.10e+05          wall_t:392              t:6875                  epi:nan
+opt_step:6813           lr:0.0003               alpha:0.7283
+2026-02-23 17:20:34 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:281.80     total_reward_ma:226.45  loss:-134.6             fps:279.7
+frame:1.20e+05          wall_t:429              t:7500                  epi:nan
+opt_step:7438           lr:0.0003               alpha:0.614
+2026-02-23 17:21:29 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:282.70     total_reward_ma:230.78  loss:-108.6             fps:268.6
+frame:1.30e+05          wall_t:484              t:8125                  epi:nan
+opt_step:8063           lr:0.0003               alpha:0.4801
+2026-02-23 17:22:02 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:294.00     total_reward_ma:235.29  loss:-94.39             fps:270.8
+frame:1.40e+05          wall_t:517              t:8750                  epi:nan
+opt_step:8688           lr:0.0003               alpha:0.4124
+2026-02-23 17:22:36 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
+total_reward:286.00     total_reward_ma:238.67  loss:-91.58             fps:272.2
+frame:1.50e+05          wall_t:551              t:9375                  epi:nan
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+2026-02-23 17:23:09 | INFO | PID:1313 | slm_lab.agent:log_summary | Trial 0 session 0 crossq_atari_mspacman_t0_s0 [train]
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+2026-02-23 19:04:19 | INFO | PID:1313 | slm_lab.lib.logger:info | Session 0 done
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s1.log b/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..eb2fd45c943b66c612123de7276227034e803555
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s1.log
@@ -0,0 +1,802 @@
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+2026-02-23 19:03:59 | INFO | PID:1314 | slm_lab.agent:log_summary | Trial 0 session 1 crossq_atari_mspacman_t0_s1 [train]
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+2026-02-23 19:04:21 | INFO | PID:1314 | slm_lab.agent:log_summary | Trial 0 session 1 crossq_atari_mspacman_t0_s1 [train]
+total_reward:558.50     total_reward_ma:490.76  loss:-3.69              fps:300.5
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+2026-02-23 19:04:22 | INFO | PID:1314 | slm_lab.lib.logger:info | Session 1 done
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s2.log b/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..ec416b0025ef854b140d672f9d7de0ea236bc26c
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s2.log
@@ -0,0 +1,802 @@
+2026-02-23 17:13:22 | INFO | PID:1315 | slm_lab.env:_make_vector_env | AtariVectorEnv: 16 envs, native preprocessing
+2026-02-23 17:14:06 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+frame:1.00e+04          wall_t:41               t:625                   epi:nan
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+2026-02-23 17:14:43 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+frame:2.00e+04          wall_t:78               t:1250                  epi:nan
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+2026-02-23 17:15:17 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+2026-02-23 17:15:53 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+2026-02-23 17:16:29 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+2026-02-23 17:17:04 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+2026-02-23 17:17:39 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+2026-02-23 17:18:13 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+2026-02-23 17:19:23 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+2026-02-23 17:23:07 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+2026-02-23 18:58:54 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+2026-02-23 19:03:22 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
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+2026-02-23 19:03:54 | INFO | PID:1315 | slm_lab.agent:log_summary | Trial 0 session 2 crossq_atari_mspacman_t0_s2 [train]
+total_reward:60.00      total_reward_ma:286.48  loss:-10.56             fps:301.7
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+opt_step:124938         lr:0.0003               alpha:7.389
+2026-02-23 19:03:54 | INFO | PID:1315 | slm_lab.lib.logger:info | Session 2 done
diff --git a/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s3.log b/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..53c1787288a495cd1f8f41dfa613d4a71fb680ec
--- /dev/null
+++ b/data/crossq_atari_mspacman_2026_02_23_171317/log/crossq_atari_mspacman_t0_s3.log
@@ -0,0 +1,802 @@
+2026-02-23 17:13:22 | INFO | PID:1316 | slm_lab.env:_make_vector_env | AtariVectorEnv: 16 envs, native preprocessing
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+2026-02-23 17:14:41 | INFO | PID:1316 | slm_lab.agent:log_summary | Trial 0 session 3 crossq_atari_mspacman_t0_s3 [train]
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