logbook.json

{
  "schema_version": 1,
  "title": "Reproduction: DiFA: Inference-Time Forward-Process Alignment for Diffusion Models",
  "emoji": "🎯",
  "space_id": "debrajsingha/repro-difa-inference-time-forward-process-alignment-for-diffusion-models",
  "paper": null,
  "tags": [
    "icml2026-repro",
    "paper-YGyWLM0OEW"
  ],
  "updated_at": "2026-07-19T14:10:59+00:00",
  "root": {
    "slug": "index",
    "title": "Reproduction: DiFA: Inference-Time Forward-Process Alignment for Diffusion Models",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "executive-summary",
        "title": "Executive summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-difa-reformulates-diffusion-sampling-as-sequential-state-estimation-problem-using-fading-memory-kalman-filter-strategy",
        "title": "Claim 1: DiFA reformulates diffusion sampling as sequential state estimation problem using fading-memory Kalman filter strategy.",
        "file": "pages/claim-1-difa-reformulates-diffusion-sampling-as-sequential-state-estimation-problem-using-fading-memory-kalman-filter-strategy/page.md",
        "children": []
      },
      {
        "slug": "claim-2-yields-significant-improvements-in-fid-is-and-fd-dinov2-scores-on-cifar-10-and-imagenet",
        "title": "Claim 2: Yields significant improvements in FID, IS, and FD-DINOv2 scores on CIFAR-10 and ImageNet.",
        "file": "pages/claim-2-yields-significant-improvements-in-fid-is-and-fd-dinov2-scores-on-cifar-10-and-imagenet/page.md",
        "children": []
      },
      {
        "slug": "claim-3-introduces-deviation-boosting-mechanism-adaptively-restoring-high-frequency-details-to-counteract-over-smoothing",
        "title": "Claim 3: Introduces deviation boosting mechanism adaptively restoring high-frequency details to counteract over-smoothing.",
        "file": "pages/claim-3-introduces-deviation-boosting-mechanism-adaptively-restoring-high-frequency-details-to-counteract-over-smoothing/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 5053,
  "revision": "1784470259322052172"
}