{
  "schema_version": 1,
  "title": "Reproduction: Curated Synthetic Data Doesn't Have to Collapse: A Theoretical Study of Generative Retraining with Pluralistic Preferences",
  "emoji": "\ud83c\udfaf",
  "space_id": "DineshAI/kwvtSA9ed3",
  "paper": null,
  "tags": [
    "trackio",
    "trackio-logbook",
    "open-experiment",
    "icml2026-repro",
    "paper-kwvtSA9ed3"
  ],
  "updated_at": "2026-07-27",
  "root": {
    "slug": "index",
    "title": "Reproduction: Curated Synthetic Data Doesn't Have to Collapse: A Theoretical Study of Generative Retraining with Pluralistic Preferences",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "executive-summary",
        "title": "Executive summary",
        "file": "pages/executive-summary/page.md",
        "children": []
      },
      {
        "slug": "claim-1-lemma-3-3-outside-mass-decay",
        "title": "Claim 1: outside mass decays geometrically (Lemma 3.3)",
        "file": "pages/claim-1-lemma-3-3-outside-mass-decay/page.md",
        "children": []
      },
      {
        "slug": "claim-2-lemma-3-5-non-collapse",
        "title": "Claim 2: non-collapse under pluralistic curation (Lemma 3.5)",
        "file": "pages/claim-2-lemma-3-5-non-collapse/page.md",
        "children": []
      },
      {
        "slug": "claim-3-theorem-3-6-variance-lower-bound",
        "title": "Claim 3: reward-variance lower bound (Theorem 3.6)",
        "file": "pages/claim-3-theorem-3-6-variance-lower-bound/page.md",
        "children": []
      },
      {
        "slug": "claim-4-theorem-3-7-nash-bargaining",
        "title": "Claim 4: limit is the Nash bargaining solution (Theorem 3.7)",
        "file": "pages/claim-4-theorem-3-7-nash-bargaining/page.md",
        "children": []
      },
      {
        "slug": "claim-5-e3-cifar10-flow-retraining",
        "title": "Claim 5: CIFAR-10 flow retraining sustains diversity (E3)",
        "file": "pages/claim-5-e3-cifar10-flow-retraining/page.md",
        "children": []
      },
      {
        "slug": "claim-6-e4-text-length-entropy",
        "title": "Claim 6: text retraining sustains length entropy (E4)",
        "file": "pages/claim-6-e4-text-length-entropy/page.md",
        "children": []
      },
      {
        "slug": "conclusion-current",
        "title": "Conclusion",
        "file": "pages/conclusion-current/page.md",
        "children": []
      },
      {
        "slug": "visibility-matrix",
        "title": "Evaluator visibility matrix",
        "file": "pages/visibility-matrix/page.md",
        "children": []
      },
      {
        "slug": "reproduce",
        "title": "Reproducing this",
        "file": "pages/reproduce/page.md",
        "children": []
      },
      {
        "slug": "baseline-judged-reference",
        "title": "Reference: the judged 3-state reduction",
        "file": "pages/baseline-judged-reference/page.md",
        "children": []
      },
      {
        "slug": "overview",
        "title": "Historical rejected baseline \u2014 Overview",
        "file": "pages/overview/page.md",
        "children": []
      },
      {
        "slug": "claims",
        "title": "Historical rejected baseline \u2014 Claims",
        "file": "pages/claims/page.md",
        "children": []
      },
      {
        "slug": "evidence",
        "title": "Historical rejected baseline \u2014 Evidence",
        "file": "pages/evidence/page.md",
        "children": []
      },
      {
        "slug": "methods",
        "title": "Historical rejected baseline \u2014 Methods & negative controls",
        "file": "pages/methods/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Historical rejected baseline \u2014 Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 287,
  "revision": "1785071854779805067"
}