abuzreq commited on
Commit
f01f30e
·
verified ·
1 Parent(s): 3af9d61

Remove files no longer in the knowledge base (26000/26968)

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. records/sd1/paper/d56da4dbf90aeb429810/measurements.json +0 -41
  2. records/sd1/paper/d56da4dbf90aeb429810/output.webp +0 -3
  3. records/sd1/paper/d56da4dbf90aeb429810/record.json +0 -64
  4. records/sd1/paper/d574673cdf1e121a8b17/measurements.json +0 -41
  5. records/sd1/paper/d574673cdf1e121a8b17/output.webp +0 -3
  6. records/sd1/paper/d574673cdf1e121a8b17/record.json +0 -64
  7. records/sd1/paper/d5866abb74882a53db72/measurements.json +0 -43
  8. records/sd1/paper/d5866abb74882a53db72/output.webp +0 -3
  9. records/sd1/paper/d5866abb74882a53db72/record.json +0 -64
  10. records/sd1/paper/d587c2014a3a9ec5b22c/measurements.json +0 -37
  11. records/sd1/paper/d587c2014a3a9ec5b22c/output.webp +0 -3
  12. records/sd1/paper/d587c2014a3a9ec5b22c/record.json +0 -63
  13. records/sd1/paper/d58a2560ee1d443204cf/measurements.json +0 -41
  14. records/sd1/paper/d58a2560ee1d443204cf/output.webp +0 -3
  15. records/sd1/paper/d58a2560ee1d443204cf/record.json +0 -64
  16. records/sd1/paper/d599a35da1070beda004/measurements.json +0 -43
  17. records/sd1/paper/d599a35da1070beda004/output.webp +0 -3
  18. records/sd1/paper/d599a35da1070beda004/record.json +0 -64
  19. records/sd1/paper/d5b28f829e37809f2080/measurements.json +0 -43
  20. records/sd1/paper/d5b28f829e37809f2080/output.webp +0 -3
  21. records/sd1/paper/d5b28f829e37809f2080/record.json +0 -64
  22. records/sd1/paper/d5b581a3edacfe003522/measurements.json +0 -41
  23. records/sd1/paper/d5b581a3edacfe003522/output.webp +0 -3
  24. records/sd1/paper/d5b581a3edacfe003522/record.json +0 -64
  25. records/sd1/paper/d5bab353e665cdbd3b0d/measurements.json +0 -39
  26. records/sd1/paper/d5bab353e665cdbd3b0d/output.webp +0 -3
  27. records/sd1/paper/d5bab353e665cdbd3b0d/record.json +0 -63
  28. records/sd1/paper/d5c34c253c77f2df06ea/interpretations.jsonl +0 -4
  29. records/sd1/paper/d5c34c253c77f2df06ea/measurements.json +0 -41
  30. records/sd1/paper/d5c34c253c77f2df06ea/output.webp +0 -3
  31. records/sd1/paper/d5c34c253c77f2df06ea/record.json +0 -64
  32. records/sd1/paper/d5ce6a03a301e5feff90/measurements.json +0 -41
  33. records/sd1/paper/d5ce6a03a301e5feff90/output.webp +0 -3
  34. records/sd1/paper/d5ce6a03a301e5feff90/record.json +0 -64
  35. records/sd1/paper/d5d8fdbef650c5a0ba8d/measurements.json +0 -43
  36. records/sd1/paper/d5d8fdbef650c5a0ba8d/output.webp +0 -3
  37. records/sd1/paper/d5d8fdbef650c5a0ba8d/record.json +0 -64
  38. records/sd1/paper/d5ea9c2667d06201e8c9/measurements.json +0 -41
  39. records/sd1/paper/d5ea9c2667d06201e8c9/output.webp +0 -3
  40. records/sd1/paper/d5ea9c2667d06201e8c9/record.json +0 -64
  41. records/sd1/paper/d60f6f7091784e1fdb7c/measurements.json +0 -41
  42. records/sd1/paper/d60f6f7091784e1fdb7c/output.webp +0 -3
  43. records/sd1/paper/d60f6f7091784e1fdb7c/record.json +0 -64
  44. records/sd1/paper/d612606aeb1286b4da15/measurements.json +0 -41
  45. records/sd1/paper/d612606aeb1286b4da15/output.webp +0 -3
  46. records/sd1/paper/d612606aeb1286b4da15/record.json +0 -64
  47. records/sd1/paper/d6162bc170b03fa64ef9/measurements.json +0 -43
  48. records/sd1/paper/d6162bc170b03fa64ef9/output.webp +0 -3
  49. records/sd1/paper/d6162bc170b03fa64ef9/record.json +0 -64
  50. records/sd1/paper/d623d8c3a7c5aadb09fe/measurements.json +0 -43
records/sd1/paper/d56da4dbf90aeb429810/measurements.json DELETED
@@ -1,41 +0,0 @@
1
- {
2
- "record": "d56da4dbf90aeb429810",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.00264,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.003497,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.002423,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.00164,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 65.971,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00641,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": false,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": []
35
- },
36
- "mae_vs_baseline": {
37
- "value": 2.985,
38
- "method": "mean absolute RGB difference vs the baseline, 0-255"
39
- }
40
- }
41
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d56da4dbf90aeb429810/output.webp DELETED

Git LFS Details

  • SHA256: bcfa9cf20537de010fc6e0f8632e15653f7887233278229a0287141187f3378c
  • Pointer size: 130 Bytes
  • Size of remote file: 27.4 kB
records/sd1/paper/d56da4dbf90aeb429810/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d56da4dbf90aeb429810",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:42:51Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "input_blocks.5.0.emb_layers.0",
31
- "op": "add_noise",
32
- "args": {
33
- "noise_std": 0.05
34
- },
35
- "group": "in.mid",
36
- "kind": "res_branch",
37
- "module_type": "SiLU",
38
- "container": "ResBlock",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "light"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_noise_1/images/d499df49e61b781986fa89e358dbdefd550d992eb9fd96f2d1008fa314ff4822.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "d499df49e61b781986fa89e358dbdefd550d992eb9fd96f2d1008fa314ff4822",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Sequential.SiLU",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d574673cdf1e121a8b17/measurements.json DELETED
@@ -1,41 +0,0 @@
1
- {
2
- "record": "d574673cdf1e121a8b17",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.001697,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.001905,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.001538,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.0009,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 66.325,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00643,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": false,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": []
35
- },
36
- "mae_vs_baseline": {
37
- "value": 2.847,
38
- "method": "mean absolute RGB difference vs the baseline, 0-255"
39
- }
40
- }
41
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d574673cdf1e121a8b17/output.webp DELETED

Git LFS Details

  • SHA256: 9287206a2f65f9558b712cdc2c7f583589f72f87683ab38549db7139ed313508
  • Pointer size: 130 Bytes
  • Size of remote file: 28.8 kB
records/sd1/paper/d574673cdf1e121a8b17/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d574673cdf1e121a8b17",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:44:48Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "output_blocks.3.1.transformer_blocks.0.attn2.to_k",
31
- "op": "add_noise",
32
- "args": {
33
- "noise_std": 0.1
34
- },
35
- "group": "out.lo",
36
- "kind": "cross_attn",
37
- "module_type": "Linear",
38
- "container": "CrossAttention",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "light"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_noise_1/images/f9e53fd718fdfb48e2499e414224883496be434d22064eed0f6c8c13bf2f9458.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "f9e53fd718fdfb48e2499e414224883496be434d22064eed0f6c8c13bf2f9458",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.CrossAttention.Linear",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5866abb74882a53db72/measurements.json DELETED
@@ -1,43 +0,0 @@
1
- {
2
- "record": "d5866abb74882a53db72",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.100352,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.100941,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.04059,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.086726,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 64.188,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00381,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": true,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": [
35
- "blob"
36
- ]
37
- },
38
- "mae_vs_baseline": {
39
- "value": 13.722,
40
- "method": "mean absolute RGB difference vs the baseline, 0-255"
41
- }
42
- }
43
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5866abb74882a53db72/output.webp DELETED

Git LFS Details

  • SHA256: 21e96ca8ce3a1d9db53e4ac3b7176de18fd892cc0a1863325cf08b8f46e9d7f3
  • Pointer size: 130 Bytes
  • Size of remote file: 28.3 kB
records/sd1/paper/d5866abb74882a53db72/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d5866abb74882a53db72",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:40:29Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "output_blocks.9.0.out_layers.0",
31
- "op": "multiply",
32
- "args": {
33
- "scalar": 2
34
- },
35
- "group": "out.hi",
36
- "kind": "res_branch",
37
- "module_type": "GroupNorm",
38
- "container": "ResBlock",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "boost"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_mult_3/images/243807498b15c1bd6da6aadd47b5d989997a34bcc15b0cafb9f126d8bd6f2847.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "243807498b15c1bd6da6aadd47b5d989997a34bcc15b0cafb9f126d8bd6f2847",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Sequential.GroupNorm",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d587c2014a3a9ec5b22c/measurements.json DELETED
@@ -1,37 +0,0 @@
1
- {
2
- "record": "d587c2014a3a9ec5b22c",
3
- "values": {
4
- "std": {
5
- "value": 64.857,
6
- "method": "luminance standard deviation at 256 px, 0-255"
7
- },
8
- "hf_ratio": {
9
- "value": 0.01058,
10
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
11
- },
12
- "degenerate": {
13
- "value": false,
14
- "method": "pixel guard: noise, blob or flat output",
15
- "reasons": []
16
- },
17
- "mae_vs_baseline": {
18
- "value": 45.407,
19
- "method": "mean absolute RGB difference vs the baseline, 0-255"
20
- },
21
- "lpips_distance": {
22
- "value": 0.513461,
23
- "method": "LPIPS vs the baseline at 256 px",
24
- "model": "lpips/alex"
25
- },
26
- "dinov2_distance": {
27
- "value": 0.339903,
28
- "method": "1 - cosine of CLS embeddings vs the baseline's",
29
- "model": "facebookresearch/dinov2:dinov2_vitb14"
30
- },
31
- "clip_distance": {
32
- "value": 0.309243,
33
- "method": "1 - cosine of image embeddings vs the baseline's",
34
- "model": "openai/clip-vit-base-patch32"
35
- }
36
- }
37
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d587c2014a3a9ec5b22c/output.webp DELETED

Git LFS Details

  • SHA256: 4f58167930dab0abed1df00eb979016a18215bb3ce7009fae37562fe86bcacdc
  • Pointer size: 130 Bytes
  • Size of remote file: 49.5 kB
records/sd1/paper/d587c2014a3a9ec5b22c/record.json DELETED
@@ -1,63 +0,0 @@
1
- {
2
- "id": "d587c2014a3a9ec5b22c",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:51:29Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 786,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7.0,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "input_blocks.1.0.out_layers.2",
31
- "op": "multiply",
32
- "args": {
33
- "scalar": 2
34
- },
35
- "group": "in.hi",
36
- "kind": "res_branch",
37
- "start": 0.0,
38
- "end": 1.0,
39
- "window": "all",
40
- "bucket": "boost",
41
- "module_type": "Dropout",
42
- "container": "ResBlock"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "bf0726ee79d520e2e457"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "grid_seeds_out/grid_2_5_3.png",
53
- "setup_from": "paper §4.2 (not in the PNG metadata)",
54
- "citation": {
55
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
56
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
57
- "arxiv": "2607.22428",
58
- "url": "https://arxiv.org/abs/2607.22428",
59
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
60
- },
61
- "module_type_from": "experiment_mult_3 layer metadata (same checkpoint)"
62
- }
63
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d58a2560ee1d443204cf/measurements.json DELETED
@@ -1,41 +0,0 @@
1
- {
2
- "record": "d58a2560ee1d443204cf",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.080429,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.090204,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.027763,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.039632,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 65.767,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00631,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": false,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": []
35
- },
36
- "mae_vs_baseline": {
37
- "value": 9.879,
38
- "method": "mean absolute RGB difference vs the baseline, 0-255"
39
- }
40
- }
41
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d58a2560ee1d443204cf/output.webp DELETED

Git LFS Details

  • SHA256: 5296357c5f8f4e59f9690e7db4d8c9b5c713ed4d1d303e8f159b951becabd982
  • Pointer size: 130 Bytes
  • Size of remote file: 28.1 kB
records/sd1/paper/d58a2560ee1d443204cf/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d58a2560ee1d443204cf",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:38:20Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "output_blocks.4.1.transformer_blocks.0.attn1.to_q",
31
- "op": "multiply",
32
- "args": {
33
- "scalar": 2
34
- },
35
- "group": "out.lo",
36
- "kind": "self_attn",
37
- "module_type": "Linear",
38
- "container": "CrossAttention",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "boost"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_mult_3/images/d17697306dcfdc2705fede8d0349d5da038b48fa541648c687a4b029aebd9f09.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "d17697306dcfdc2705fede8d0349d5da038b48fa541648c687a4b029aebd9f09",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.CrossAttention.Linear",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d599a35da1070beda004/measurements.json DELETED
@@ -1,43 +0,0 @@
1
- {
2
- "record": "d599a35da1070beda004",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.355294,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.44344,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.155113,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.093362,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 64.192,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00426,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": true,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": [
35
- "blob"
36
- ]
37
- },
38
- "mae_vs_baseline": {
39
- "value": 43.139,
40
- "method": "mean absolute RGB difference vs the baseline, 0-255"
41
- }
42
- }
43
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d599a35da1070beda004/output.webp DELETED

Git LFS Details

  • SHA256: 56fd81bb155aa744ef69d88fea603702f9b8a626876a72d822071e7871522156
  • Pointer size: 130 Bytes
  • Size of remote file: 24.5 kB
records/sd1/paper/d599a35da1070beda004/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d599a35da1070beda004",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:43:24Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "input_blocks.8.0.in_layers.0",
31
- "op": "add_noise",
32
- "args": {
33
- "noise_std": 2
34
- },
35
- "group": "in.lo",
36
- "kind": "res_branch",
37
- "module_type": "GroupNorm",
38
- "container": "ResBlock",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "extreme"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_noise_1/images/274ad5a738e788f19a061f287f411db95a96bc868e69845386578524df6ad90a.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "274ad5a738e788f19a061f287f411db95a96bc868e69845386578524df6ad90a",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Sequential.GroupNorm",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5b28f829e37809f2080/measurements.json DELETED
@@ -1,43 +0,0 @@
1
- {
2
- "record": "d5b28f829e37809f2080",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.124562,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.149091,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.11831,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.102602,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 64.319,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00546,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": true,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": [
35
- "blob"
36
- ]
37
- },
38
- "mae_vs_baseline": {
39
- "value": 20.054,
40
- "method": "mean absolute RGB difference vs the baseline, 0-255"
41
- }
42
- }
43
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5b28f829e37809f2080/output.webp DELETED

Git LFS Details

  • SHA256: bdaa7856e99520787d8dd4a245d81b3adeb4b1e34523eb614ecc4ef42288c765
  • Pointer size: 130 Bytes
  • Size of remote file: 26.5 kB
records/sd1/paper/d5b28f829e37809f2080/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d5b28f829e37809f2080",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:43:52Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "input_blocks.11.0.skip_connection",
31
- "op": "add_noise",
32
- "args": {
33
- "noise_std": 2
34
- },
35
- "group": "in.lo",
36
- "kind": "skip",
37
- "module_type": "Identity",
38
- "container": "ResBlock",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "extreme"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_noise_1/images/fa003aec286b4de024b296c99438d25d3ea23125716ab13e166476728e45ab3b.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "fa003aec286b4de024b296c99438d25d3ea23125716ab13e166476728e45ab3b",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Identity",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5b581a3edacfe003522/measurements.json DELETED
@@ -1,41 +0,0 @@
1
- {
2
- "record": "d5b581a3edacfe003522",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.252223,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.243787,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.269745,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.111118,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 62.988,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.0079,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": false,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": []
35
- },
36
- "mae_vs_baseline": {
37
- "value": 38.825,
38
- "method": "mean absolute RGB difference vs the baseline, 0-255"
39
- }
40
- }
41
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5b581a3edacfe003522/output.webp DELETED

Git LFS Details

  • SHA256: 80d3a9b5de476a36a3003ac609f978faf3c4713d8b3aa76897827ad43a56b010
  • Pointer size: 130 Bytes
  • Size of remote file: 19.5 kB
records/sd1/paper/d5b581a3edacfe003522/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d5b581a3edacfe003522",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:42:34Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "input_blocks.4.0.emb_layers.0",
31
- "op": "add_noise",
32
- "args": {
33
- "noise_std": 2
34
- },
35
- "group": "in.mid",
36
- "kind": "res_branch",
37
- "module_type": "SiLU",
38
- "container": "ResBlock",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "extreme"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_noise_1/images/f183a4a1bc8d702b10677311fc27fbcb7d60b4d19880606449e3708eae7e29fb.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "f183a4a1bc8d702b10677311fc27fbcb7d60b4d19880606449e3708eae7e29fb",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Sequential.SiLU",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5bab353e665cdbd3b0d/measurements.json DELETED
@@ -1,39 +0,0 @@
1
- {
2
- "record": "d5bab353e665cdbd3b0d",
3
- "values": {
4
- "std": {
5
- "value": 63.612,
6
- "method": "luminance standard deviation at 256 px, 0-255"
7
- },
8
- "hf_ratio": {
9
- "value": 0.00069,
10
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
11
- },
12
- "degenerate": {
13
- "value": true,
14
- "method": "pixel guard: noise, blob or flat output",
15
- "reasons": [
16
- "blob"
17
- ]
18
- },
19
- "mae_vs_baseline": {
20
- "value": 15.174,
21
- "method": "mean absolute RGB difference vs the baseline, 0-255"
22
- },
23
- "lpips_distance": {
24
- "value": 0.131638,
25
- "method": "LPIPS vs the baseline at 256 px",
26
- "model": "lpips/alex"
27
- },
28
- "dinov2_distance": {
29
- "value": 0.110358,
30
- "method": "1 - cosine of CLS embeddings vs the baseline's",
31
- "model": "facebookresearch/dinov2:dinov2_vitb14"
32
- },
33
- "clip_distance": {
34
- "value": 0.014876,
35
- "method": "1 - cosine of image embeddings vs the baseline's",
36
- "model": "openai/clip-vit-base-patch32"
37
- }
38
- }
39
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5bab353e665cdbd3b0d/output.webp DELETED

Git LFS Details

  • SHA256: 07d619a1457a411c4469a5cebff8637d3039a1740b31b2cc68e1387da4de0a07
  • Pointer size: 130 Bytes
  • Size of remote file: 13.7 kB
records/sd1/paper/d5bab353e665cdbd3b0d/record.json DELETED
@@ -1,63 +0,0 @@
1
- {
2
- "id": "d5bab353e665cdbd3b0d",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:52:48Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7.0,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "A red apple on a white background",
26
- "prompt_key": "c1147b988a48760e"
27
- },
28
- "bends": [
29
- {
30
- "path": "output_blocks.3.1.norm",
31
- "op": "multiply",
32
- "args": {
33
- "scalar": 1.5
34
- },
35
- "group": "out.lo",
36
- "kind": "norm",
37
- "start": 0.0,
38
- "end": 1.0,
39
- "window": "all",
40
- "bucket": "boost",
41
- "module_type": "GroupNorm",
42
- "container": "SpatialTransformer"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "e9692560512fc152db9d"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "grid_prompts_out/grid_10_1_2.png",
53
- "setup_from": "paper §4.2 (not in the PNG metadata)",
54
- "citation": {
55
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
56
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
57
- "arxiv": "2607.22428",
58
- "url": "https://arxiv.org/abs/2607.22428",
59
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
60
- },
61
- "module_type_from": "experiment_mult_3 layer metadata (same checkpoint)"
62
- }
63
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5c34c253c77f2df06ea/interpretations.jsonl DELETED
@@ -1,4 +0,0 @@
1
- {"target": {"record": "d5c34c253c77f2df06ea"}, "kind": "caption", "value": "Sharper, more contemporary portrait of a dark-haired woman with longer hair, head turned slightly", "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:56:55Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "459338d512f18d35"}
2
- {"target": {"record": "d5c34c253c77f2df06ea"}, "kind": "change", "value": "Same pose and setup, but she now reads as a different, older-looking woman with longer, looser hair, crisper detail and a cleaner modern-photo look.", "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:56:55Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "5df66a3ddde026e5"}
3
- {"target": {"record": "d5c34c253c77f2df06ea"}, "kind": "keywords", "value": ["identity change", "modern portrait", "sharper detail", "longer hair", "new face"], "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:56:55Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "aa3f2ba7fbf6d2f6"}
4
- {"target": {"record": "d5c34c253c77f2df06ea"}, "kind": "effect_tags", "value": ["subject_kept", "fine_detail", "high_contrast", "style_change"], "author": {"type": "ai", "model": "claude-opus-5-5", "prompt_version": "kb-caption-v1", "tool": "claude-agent-sdk"}, "created": "2026-10-01T19:56:55Z", "basis": "baseline|output pair on a contact sheet; recipe not shown", "id": "b2ab7590a4e11bd6"}
 
 
 
 
 
records/sd1/paper/d5c34c253c77f2df06ea/measurements.json DELETED
@@ -1,41 +0,0 @@
1
- {
2
- "record": "d5c34c253c77f2df06ea",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.212379,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.193362,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.097709,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.102754,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 68.534,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00693,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": false,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": []
35
- },
36
- "mae_vs_baseline": {
37
- "value": 19.984,
38
- "method": "mean absolute RGB difference vs the baseline, 0-255"
39
- }
40
- }
41
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5c34c253c77f2df06ea/output.webp DELETED

Git LFS Details

  • SHA256: 560935dd48a0191b7870dafdbb7b016c317c20217c7e64cec5d82812e6dd1f78
  • Pointer size: 130 Bytes
  • Size of remote file: 26.3 kB
records/sd1/paper/d5c34c253c77f2df06ea/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d5c34c253c77f2df06ea",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:44:45Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "output_blocks.3.1.transformer_blocks.0.ff.net.0.proj",
31
- "op": "add_noise",
32
- "args": {
33
- "noise_std": 0.5
34
- },
35
- "group": "out.lo",
36
- "kind": "ff",
37
- "module_type": "Linear",
38
- "container": "SpatialTransformer",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "medium"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_noise_1/images/af1c2ded54f5dd7faee5b0771e556c65466b79fc857d52e5bb88a34b7109d5be.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "af1c2ded54f5dd7faee5b0771e556c65466b79fc857d52e5bb88a34b7109d5be",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.FeedForward.Sequential.GEGLU.Linear",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5ce6a03a301e5feff90/measurements.json DELETED
@@ -1,41 +0,0 @@
1
- {
2
- "record": "d5ce6a03a301e5feff90",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.796342,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.812426,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.91056,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.465731,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 6.104,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.02868,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": false,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": []
35
- },
36
- "mae_vs_baseline": {
37
- "value": 74.638,
38
- "method": "mean absolute RGB difference vs the baseline, 0-255"
39
- }
40
- }
41
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5ce6a03a301e5feff90/output.webp DELETED

Git LFS Details

  • SHA256: dc935bd12013e6ca1acb0a3eee0ca027130dd7f20cb8f59fbe3014425909dbae
  • Pointer size: 130 Bytes
  • Size of remote file: 17.3 kB
records/sd1/paper/d5ce6a03a301e5feff90/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d5ce6a03a301e5feff90",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:33:49Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "input_blocks.1.0.in_layers.1",
31
- "op": "multiply",
32
- "args": {
33
- "scalar": 0
34
- },
35
- "group": "in.hi",
36
- "kind": "res_branch",
37
- "module_type": "SiLU",
38
- "container": "ResBlock",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "zero"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_mult_3/images/de244eff38319e618178e59d464c3d1fe537f9d6f3852bdad77a22d7028bd546.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "de244eff38319e618178e59d464c3d1fe537f9d6f3852bdad77a22d7028bd546",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Sequential.SiLU",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5d8fdbef650c5a0ba8d/measurements.json DELETED
@@ -1,43 +0,0 @@
1
- {
2
- "record": "d5d8fdbef650c5a0ba8d",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.106649,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.116055,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.061662,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.107051,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 64.717,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00495,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": true,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": [
35
- "blob"
36
- ]
37
- },
38
- "mae_vs_baseline": {
39
- "value": 13.325,
40
- "method": "mean absolute RGB difference vs the baseline, 0-255"
41
- }
42
- }
43
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5d8fdbef650c5a0ba8d/output.webp DELETED

Git LFS Details

  • SHA256: dc19f56e4913c64ece6118e10289fb9ff87b3d36e3c5768ac811235ef03a2c0f
  • Pointer size: 130 Bytes
  • Size of remote file: 25.8 kB
records/sd1/paper/d5d8fdbef650c5a0ba8d/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d5d8fdbef650c5a0ba8d",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:42:45Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "input_blocks.4.1.transformer_blocks.0.attn2.to_v",
31
- "op": "add_noise",
32
- "args": {
33
- "noise_std": 0.5
34
- },
35
- "group": "in.mid",
36
- "kind": "cross_attn",
37
- "module_type": "Linear",
38
- "container": "CrossAttention",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "medium"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_noise_1/images/af55c9f3254874c60e14f1226f021ea64ebc3afb9cf486e0e6f577c1b73f5bb4.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "af55c9f3254874c60e14f1226f021ea64ebc3afb9cf486e0e6f577c1b73f5bb4",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.CrossAttention.Linear",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5ea9c2667d06201e8c9/measurements.json DELETED
@@ -1,41 +0,0 @@
1
- {
2
- "record": "d5ea9c2667d06201e8c9",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.00202,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.001457,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.000808,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.001031,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 66.567,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00639,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": false,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": []
35
- },
36
- "mae_vs_baseline": {
37
- "value": 2.459,
38
- "method": "mean absolute RGB difference vs the baseline, 0-255"
39
- }
40
- }
41
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d5ea9c2667d06201e8c9/output.webp DELETED

Git LFS Details

  • SHA256: 5c24889b1081095c339970a14c8902af165d2760b32baf12c9cf077bc90a8e74
  • Pointer size: 130 Bytes
  • Size of remote file: 27.5 kB
records/sd1/paper/d5ea9c2667d06201e8c9/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d5ea9c2667d06201e8c9",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:49:34Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "output_blocks.11.1.transformer_blocks.0.attn2.to_k",
31
- "op": "add_noise",
32
- "args": {
33
- "noise_std": 0.1
34
- },
35
- "group": "out.hi",
36
- "kind": "cross_attn",
37
- "module_type": "Linear",
38
- "container": "CrossAttention",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "light"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_noise_1/images/89718b33d36c59297af682b661028bdfeaeca68a183dd99891a2400eb10615ee.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "89718b33d36c59297af682b661028bdfeaeca68a183dd99891a2400eb10615ee",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.CrossAttention.Linear",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d60f6f7091784e1fdb7c/measurements.json DELETED
@@ -1,41 +0,0 @@
1
- {
2
- "record": "d60f6f7091784e1fdb7c",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.122136,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.129278,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.049083,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.080832,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 66.214,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00822,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": false,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": []
35
- },
36
- "mae_vs_baseline": {
37
- "value": 21.014,
38
- "method": "mean absolute RGB difference vs the baseline, 0-255"
39
- }
40
- }
41
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d60f6f7091784e1fdb7c/output.webp DELETED

Git LFS Details

  • SHA256: a1e416f9a4d5747ba6e3da0f28881b44fcdcd7a936e4e884829fbcbfb317d0b5
  • Pointer size: 130 Bytes
  • Size of remote file: 33.2 kB
records/sd1/paper/d60f6f7091784e1fdb7c/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d60f6f7091784e1fdb7c",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:35:50Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "input_blocks.5.1.transformer_blocks.0.norm3",
31
- "op": "multiply",
32
- "args": {
33
- "scalar": 1.5
34
- },
35
- "group": "in.mid",
36
- "kind": "norm",
37
- "module_type": "LayerNorm",
38
- "container": "SpatialTransformer",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "boost"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_mult_3/images/244a35882bb974e6bad2a645734ffcf835e0ed27c22250abd13b608d05316dac.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "244a35882bb974e6bad2a645734ffcf835e0ed27c22250abd13b608d05316dac",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.LayerNorm",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d612606aeb1286b4da15/measurements.json DELETED
@@ -1,41 +0,0 @@
1
- {
2
- "record": "d612606aeb1286b4da15",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.017462,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.016677,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.007963,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.019415,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 66.314,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00622,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": false,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": []
35
- },
36
- "mae_vs_baseline": {
37
- "value": 4.726,
38
- "method": "mean absolute RGB difference vs the baseline, 0-255"
39
- }
40
- }
41
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d612606aeb1286b4da15/output.webp DELETED

Git LFS Details

  • SHA256: 6d60f1f9ab387f40b2addfba293136294d643c79bb194ae148cba4ae6851bc58
  • Pointer size: 130 Bytes
  • Size of remote file: 26.4 kB
records/sd1/paper/d612606aeb1286b4da15/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d612606aeb1286b4da15",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:43:50Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "input_blocks.11.0.out_layers.1",
31
- "op": "add_noise",
32
- "args": {
33
- "noise_std": 0.05
34
- },
35
- "group": "in.lo",
36
- "kind": "res_branch",
37
- "module_type": "SiLU",
38
- "container": "ResBlock",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "light"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_noise_1/images/03202b0b4f729a577623a3083ff6c8c86440ebb83aec33b6fc1b1aa2ec202ec9.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "03202b0b4f729a577623a3083ff6c8c86440ebb83aec33b6fc1b1aa2ec202ec9",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.ResBlock.Sequential.SiLU",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d6162bc170b03fa64ef9/measurements.json DELETED
@@ -1,43 +0,0 @@
1
- {
2
- "record": "d6162bc170b03fa64ef9",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.125756,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.148494,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.090063,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.067823,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 64.875,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00557,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": true,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": [
35
- "blob"
36
- ]
37
- },
38
- "mae_vs_baseline": {
39
- "value": 14.502,
40
- "method": "mean absolute RGB difference vs the baseline, 0-255"
41
- }
42
- }
43
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d6162bc170b03fa64ef9/output.webp DELETED

Git LFS Details

  • SHA256: 7ee982cbb03ee2ea5a68c002fe65a58f241c303c8840a9046870541cd9c8a26c
  • Pointer size: 130 Bytes
  • Size of remote file: 25.1 kB
records/sd1/paper/d6162bc170b03fa64ef9/record.json DELETED
@@ -1,64 +0,0 @@
1
- {
2
- "id": "d6162bc170b03fa64ef9",
3
- "schema_version": "1.0",
4
- "source": "paper",
5
- "created": "2026-10-01T18:45:20Z",
6
- "license": "CC0-1.0",
7
- "consent": {
8
- "prompt": true,
9
- "input_image": false
10
- },
11
- "model": {
12
- "checkpoint": "realisticVisionV51_v51VAE.safetensors",
13
- "arch": "sd15",
14
- "family": "sd1"
15
- },
16
- "setup": {
17
- "route": "txt2img",
18
- "seed": 42,
19
- "sampler": "dpmpp_2m",
20
- "scheduler": "karras",
21
- "steps": 20,
22
- "cfg": 7,
23
- "width": 512,
24
- "height": 512,
25
- "prompt": "Analog style portrait of a person",
26
- "prompt_key": "06c4f921bb597b72"
27
- },
28
- "bends": [
29
- {
30
- "path": "output_blocks.4.1.transformer_blocks.0.attn2.to_q",
31
- "op": "add_noise",
32
- "args": {
33
- "noise_std": 2
34
- },
35
- "group": "out.lo",
36
- "kind": "cross_attn",
37
- "module_type": "Linear",
38
- "container": "CrossAttention",
39
- "start": 0.0,
40
- "end": 1.0,
41
- "window": "all",
42
- "bucket": "extreme"
43
- }
44
- ],
45
- "outputs": {
46
- "image": "output.webp",
47
- "baseline_id": "7ec9ab4cf7747daa1f30"
48
- },
49
- "provenance": {
50
- "producer": "agentic_comfy",
51
- "importer": "kb_import_experiments",
52
- "original_path": "experiment_noise_1/images/80669c50852b8937118912d3e9df80e5146aede9ebd6a9ddc73f2c1aac710808.png",
53
- "batch_id": "b6d27561-cfb8-42a2-b759-8e527c1ef5c5",
54
- "lookup_key": "80669c50852b8937118912d3e9df80e5146aede9ebd6a9ddc73f2c1aac710808",
55
- "type_path": "UNetModel.ModuleList.TimestepEmbedSequential.SpatialTransformer.ModuleList.BasicTransformerBlock.CrossAttention.Linear",
56
- "citation": {
57
- "title": "Unboxing Diffusion Models for the Arts: Interactive Model Bending and Practice-Based Explainability",
58
- "authors": "Ahmed M. Abuzuraiq, Philippe Pasquier",
59
- "arxiv": "2607.22428",
60
- "url": "https://arxiv.org/abs/2607.22428",
61
- "venue": "Explainable AI for the Arts (Springer), submitted 2026"
62
- }
63
- }
64
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
records/sd1/paper/d623d8c3a7c5aadb09fe/measurements.json DELETED
@@ -1,43 +0,0 @@
1
- {
2
- "record": "d623d8c3a7c5aadb09fe",
3
- "values": {
4
- "cosine_distance": {
5
- "value": 0.079,
6
- "method": "1 - cosine similarity of the final latent vs the baseline's"
7
- },
8
- "lpips_distance": {
9
- "value": 0.078123,
10
- "method": "LPIPS vs the baseline at 256 px",
11
- "model": "lpips/alex"
12
- },
13
- "dinov2_distance": {
14
- "value": 0.123309,
15
- "method": "1 - cosine of CLS embeddings vs the baseline's",
16
- "model": "facebookresearch/dinov2:dinov2_vitb14"
17
- },
18
- "clip_distance": {
19
- "value": 0.069183,
20
- "method": "1 - cosine of image embeddings vs the baseline's",
21
- "model": "openai/clip-vit-base-patch32"
22
- },
23
- "std": {
24
- "value": 64.494,
25
- "method": "luminance standard deviation at 256 px, 0-255"
26
- },
27
- "hf_ratio": {
28
- "value": 0.00388,
29
- "method": "share of luminance FFT power above radius 0.25 at 256 px"
30
- },
31
- "degenerate": {
32
- "value": true,
33
- "method": "pixel guard: noise, blob or flat output",
34
- "reasons": [
35
- "blob"
36
- ]
37
- },
38
- "mae_vs_baseline": {
39
- "value": 11.895,
40
- "method": "mean absolute RGB difference vs the baseline, 0-255"
41
- }
42
- }
43
- }