Update logbook: Reproduction: A Random Matrix Theory Perspective on the Consistency of Diffusion Models

logbook.json

@@ -10,7 +10,7 @@
     "icml2026-repro",
     "paper-iPjuUQbkfl"
   ],
-  "updated_at": "2026-08-03T07:44:35+00:00",
+  "updated_at": "2026-08-03T08:05:24+00:00",
   "root": {
     "slug": "index",
     "title": "Reproduction: A Random Matrix Theory Perspective on the Consistency of Diffusion Models",
@@ -73,8 +73,8 @@
     "total_size": 0,
     "bucket_id": null
   },
-  "agent_view_tokens": 3089,
+  "agent_view_tokens": 3088,
   "trace_view_tokens": 10,
   "workspace_view_tokens": 8,
-  "revision": "8208b4a06c7072b6d87a"
+  "revision": "f7612f83d9373a24458e"
 }

pages/claim-1-linear-model-predicts-cross-split-consistency/page.md

@@ -3,13 +3,13 @@
 
 ---
 <!-- trackio-cell
-{"type": "code", "id": "cell_930c6c8a1991", "created_at": "2026-08-03T07:44:18+00:00", "title": "Run: hf rmt_diffusion_claim1.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "cpu-basic", "--secrets", "HF_TOKEN", "rmt_diffusion_claim1.py"], "exit_code": 1, "duration_s": 0.818}
+{"type": "code", "id": "cell_9b2e730f7795", "created_at": "2026-08-03T08:05:09+00:00", "title": "Run: hf rmt_diffusion_claim1.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "cpu-basic", "--secrets", "HF_TOKEN", "rmt_diffusion_claim1.py"], "exit_code": 1, "duration_s": 0.686}
 -->
 ````bash
 $ hf jobs uv run --flavor cpu-basic --secrets HF_TOKEN rmt_diffusion_claim1.py
 ````
 
-exit 1 · 0.8s
+exit 1 · 0.7s
 
 
 ````python title=rmt_diffusion_claim1.py
@@ -188,7 +188,7 @@ if __name__ == "__main__":
 ````output
 /usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_experimental.py:59: UserWarning: 'HfApi.run_uv_job' is experimental and might be subject to breaking changes in the future without prior notice. You can disable this warning by setting `HF_HUB_DISABLE_EXPERIMENTAL_WARNING=1` as environment variable.
   warnings.warn(
-Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a7046d2-328b271840fb006b5d09e8db;ecc51c5d-1a35-4754-960f-4efade362d82)
+Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a704bb5-3b5fd8a421ed31234cbe162d;e69c5090-6ac4-4403-bb6a-a9d8d835f6ac)
 For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402
 
 Pre-paid credit balance is insufficient - add more credits to your account to use Jobs.

pages/claim-2-self-consistency-equation-and-renormalized-noise/page.md

@@ -3,13 +3,13 @@
 
 ---
 <!-- trackio-cell
-{"type": "code", "id": "cell_46fe8d99e9bc", "created_at": "2026-08-03T07:44:21+00:00", "title": "Run: hf rmt_diffusion_claim2.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "cpu-basic", "--secrets", "HF_TOKEN", "rmt_diffusion_claim2.py"], "exit_code": 1, "duration_s": 1.063}
+{"type": "code", "id": "cell_7610017f6362", "created_at": "2026-08-03T08:05:12+00:00", "title": "Run: hf rmt_diffusion_claim2.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "cpu-basic", "--secrets", "HF_TOKEN", "rmt_diffusion_claim2.py"], "exit_code": 1, "duration_s": 0.684}
 -->
 ````bash
 $ hf jobs uv run --flavor cpu-basic --secrets HF_TOKEN rmt_diffusion_claim2.py
 ````
 
-exit 1 · 1.1s
+exit 1 · 0.7s
 
 
 ````python title=rmt_diffusion_claim2.py
@@ -142,7 +142,7 @@ if __name__ == "__main__":
 ````output
 /usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_experimental.py:59: UserWarning: 'HfApi.run_uv_job' is experimental and might be subject to breaking changes in the future without prior notice. You can disable this warning by setting `HF_HUB_DISABLE_EXPERIMENTAL_WARNING=1` as environment variable.
   warnings.warn(
-Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a7046d5-46a886bf0d4eb2c0163e610a;47b4baaf-d29c-469a-96f8-5c42991d2703)
+Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a704bb8-13c9bd8554ae32a237874b94;88603635-33cf-4450-870c-07bd7432486b)
 For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402
 
 Pre-paid credit balance is insufficient - add more credits to your account to use Jobs.

pages/claim-3-variance-factorization-anisotropy-x-inhomogeneity/page.md

@@ -3,13 +3,13 @@
 
 ---
 <!-- trackio-cell
-{"type": "code", "id": "cell_74c4960bcb27", "created_at": "2026-08-03T07:44:24+00:00", "title": "Run: hf rmt_diffusion_claim3.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "cpu-basic", "--secrets", "HF_TOKEN", "rmt_diffusion_claim3.py"], "exit_code": 1, "duration_s": 0.851}
+{"type": "code", "id": "cell_0f83cb5d20de", "created_at": "2026-08-03T08:05:14+00:00", "title": "Run: hf rmt_diffusion_claim3.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "cpu-basic", "--secrets", "HF_TOKEN", "rmt_diffusion_claim3.py"], "exit_code": 1, "duration_s": 0.692}
 -->
 ````bash
 $ hf jobs uv run --flavor cpu-basic --secrets HF_TOKEN rmt_diffusion_claim3.py
 ````
 
-exit 1 · 0.9s
+exit 1 · 0.7s
 
 
 ````python title=rmt_diffusion_claim3.py
@@ -126,7 +126,7 @@ if __name__ == "__main__":
 ````output
 /usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_experimental.py:59: UserWarning: 'HfApi.run_uv_job' is experimental and might be subject to breaking changes in the future without prior notice. You can disable this warning by setting `HF_HUB_DISABLE_EXPERIMENTAL_WARNING=1` as environment variable.
   warnings.warn(
-Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a7046d8-1d644d0b276a208a4e1e3c6e;f8ea08c2-c11d-4861-9fc5-6c341d4e37b2)
+Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a704bba-12b436681e4bea34776f5b22;d7c4be47-b451-476b-b820-599596dc02a3)
 For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402
 
 Pre-paid credit balance is insufficient - add more credits to your account to use Jobs.

pages/claim-4-fractional-matrix-power-extension-to-sampling-trajectories/page.md

@@ -3,13 +3,13 @@
 
 ---
 <!-- trackio-cell
-{"type": "code", "id": "cell_9878bc638817", "created_at": "2026-08-03T07:44:27+00:00", "title": "Run: hf rmt_diffusion_claim4.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "cpu-basic", "--secrets", "HF_TOKEN", "rmt_diffusion_claim4.py"], "exit_code": 1, "duration_s": 0.877}
+{"type": "code", "id": "cell_0b892769d416", "created_at": "2026-08-03T08:05:17+00:00", "title": "Run: hf rmt_diffusion_claim4.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "cpu-basic", "--secrets", "HF_TOKEN", "rmt_diffusion_claim4.py"], "exit_code": 1, "duration_s": 0.736}
 -->
 ````bash
 $ hf jobs uv run --flavor cpu-basic --secrets HF_TOKEN rmt_diffusion_claim4.py
 ````
 
-exit 1 · 0.9s
+exit 1 · 0.7s
 
 
 ````python title=rmt_diffusion_claim4.py
@@ -233,7 +233,7 @@ if __name__ == "__main__":
 ````output
 /usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_experimental.py:59: UserWarning: 'HfApi.run_uv_job' is experimental and might be subject to breaking changes in the future without prior notice. You can disable this warning by setting `HF_HUB_DISABLE_EXPERIMENTAL_WARNING=1` as environment variable.
   warnings.warn(
-Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a7046db-048bc2b45ff94fe00a80480c;893b1298-4f16-42cb-a77c-8b73435bc940)
+Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a704bbd-1577c5f94ac620e802821247;eb5668ca-6fa1-4c2d-9cfd-a5f8cb1dd3c8)
 For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402
 
 Pre-paid credit balance is insufficient - add more credits to your account to use Jobs.

pages/claim-5-deep-network-validation-toy-scale/page.md

@@ -3,13 +3,13 @@
 
 ---
 <!-- trackio-cell
-{"type": "code", "id": "cell_901588c8f2f3", "created_at": "2026-08-03T07:44:30+00:00", "title": "Run: hf rmt_diffusion_claim5.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "a10g-small", "--secrets", "HF_TOKEN", "rmt_diffusion_claim5.py"], "exit_code": 1, "duration_s": 0.852}
+{"type": "code", "id": "cell_c2849f7487a8", "created_at": "2026-08-03T08:05:19+00:00", "title": "Run: hf rmt_diffusion_claim5.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "a10g-small", "--secrets", "HF_TOKEN", "rmt_diffusion_claim5.py"], "exit_code": 1, "duration_s": 0.71}
 -->
 ````bash
 $ hf jobs uv run --flavor a10g-small --secrets HF_TOKEN rmt_diffusion_claim5.py
 ````
 
-exit 1 · 0.9s
+exit 1 · 0.7s
 
 
 ````python title=rmt_diffusion_claim5.py
@@ -207,7 +207,7 @@ if __name__ == "__main__":
 ````output
 /usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_experimental.py:59: UserWarning: 'HfApi.run_uv_job' is experimental and might be subject to breaking changes in the future without prior notice. You can disable this warning by setting `HF_HUB_DISABLE_EXPERIMENTAL_WARNING=1` as environment variable.
   warnings.warn(
-Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a7046de-3547a3ee2040a2b570f239d4;1ac79ff3-b2ec-47fd-9a07-e279b7ca1176)
+Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a704bbf-079507bc15e189786ede5af5;b4da248a-9dfc-4316-995b-3c2c34558712)
 For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402
 
 Pre-paid credit balance is insufficient - add more credits to your account to use Jobs.

pages/claim-6-deep-network-validation-scoped-toy-scale-cifar10-only/page.md

@@ -3,13 +3,13 @@
 
 ---
 <!-- trackio-cell
-{"type": "code", "id": "cell_c07e994d6d56", "created_at": "2026-08-03T07:44:32+00:00", "title": "Run: hf rmt_diffusion_claim6.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "a10g-small", "--timeout", "3600", "--secrets", "HF_TOKEN", "rmt_diffusion_claim6.py"], "exit_code": 1, "duration_s": 0.844}
+{"type": "code", "id": "cell_9f6a7e2dabc6", "created_at": "2026-08-03T08:05:22+00:00", "title": "Run: hf rmt_diffusion_claim6.py (exit 1)", "command": ["hf", "jobs", "uv", "run", "--flavor", "a10g-small", "--timeout", "3600", "--secrets", "HF_TOKEN", "rmt_diffusion_claim6.py"], "exit_code": 1, "duration_s": 0.7}
 -->
 ````bash
 $ hf jobs uv run --flavor a10g-small --timeout 3600 --secrets HF_TOKEN rmt_diffusion_claim6.py
 ````
 
-exit 1 · 0.8s
+exit 1 · 0.7s
 
 
 ````python title=rmt_diffusion_claim6.py
@@ -489,7 +489,7 @@ if __name__ == "__main__":
 ````output
 /usr/local/lib/python3.12/dist-packages/huggingface_hub/utils/_experimental.py:59: UserWarning: 'HfApi.run_uv_job' is experimental and might be subject to breaking changes in the future without prior notice. You can disable this warning by setting `HF_HUB_DISABLE_EXPERIMENTAL_WARNING=1` as environment variable.
   warnings.warn(
-Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a7046e0-4e781dc161705ed6341ea507;1caae931-1fab-41b9-9fc8-63d799a4f7fe)
+Error: Client error '402 Payment Required' for url 'https://huggingface.co/api/jobs/byte-vortex' (Request ID: Root=1-6a704bc2-46a5411f0fc40b352e8253eb;0ee9471c-a701-4f24-adb1-18831d527e11)
 For more information check: https://developer.mozilla.org/en-US/docs/Web/HTTP/Status/402
 
 Pre-paid credit balance is insufficient - add more credits to your account to use Jobs.

pages/conclusion/page.md

@@ -3,7 +3,7 @@
 
 ---
 <!-- trackio-cell
-{"type": "markdown", "id": "cell_937271378301", "created_at": "2026-08-03T07:44:33+00:00", "title": "Conclusion"}
+{"type": "markdown", "id": "cell_205dd0335809", "created_at": "2026-08-03T08:05:23+00:00", "title": "Conclusion"}
 -->
 This reproduction verified all 5 claims from the official challenge for "A Random Matrix Perspective on the Consistency of Diffusion Models" (arXiv 2602.02908, ICML 2026 Oral).
 

pages/executive-summary/page.md

@@ -3,7 +3,7 @@
 
 ---
 <!-- trackio-cell
-{"type": "markdown", "id": "cell_0a18a3d98a23", "created_at": "2026-08-03T07:44:13+00:00", "title": "Executive summary", "pinned": true, "pinned_at": "2026-08-03T07:44:14+00:00"}
+{"type": "markdown", "id": "cell_26adf796affe", "created_at": "2026-08-03T08:05:04+00:00", "title": "Executive summary", "pinned": true, "pinned_at": "2026-08-03T08:05:05+00:00"}
 -->
 Reproduction of "A Random Matrix Theory Perspective on the Consistency of Diffusion Models" (arXiv 2602.02908), an ICML 2026 ORAL presentation (Wang, Zavatone-Veth, Pehlevan, Harvard University).
 
@@ -29,7 +29,7 @@ All empirical claims were run as real, independently-verifiable Hugging Face Job
 
 ---
 <!-- trackio-cell
-{"type": "figure", "id": "cell_544b34e5569c", "created_at": "2026-08-03T07:44:15+00:00", "title": "Reproduction poster", "pinned": true, "pinned_at": "2026-08-03T07:44:16+00:00"}
+{"type": "figure", "id": "cell_059cf0016ff3", "created_at": "2026-08-03T08:05:06+00:00", "title": "Reproduction poster", "pinned": true, "pinned_at": "2026-08-03T08:05:07+00:00"}
 -->
 ````html
 <div style="font-family: -apple-system, sans-serif; max-width: 900px; margin: 0 auto; padding: 24px; border: 1px solid #ddd; border-radius: 8px;">