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"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"
}
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