{"schema_version":1,"title":"Reproduction: Language Generation with Replay: A Learning-Theoretic View of Model Collapse","emoji":"🔁","space_id":"ProCreations/repro-language-generation-with-replay-a-learning-theoretic-view-of-model-collapse","paper":{"arxiv_id":"2603.11784"},"tags":["icml2026-repro","paper-scnRgI2hhX"],"updated_at":"2026-07-21T22:00:15+00:00","root":{"slug":"index","title":"Language generation with replay","file":"pages/index.md","children":[{"slug":"executive-summary","title":"Executive summary","file":"pages/executive-summary/page.md","children":[]},{"slug":"claim-1-claim-1","title":"Claim 1: uniform equivalence","file":"pages/claim-1-claim-1/page.md","children":[]},{"slug":"claim-2-claim-2","title":"Claim 2: non-uniform separation","file":"pages/claim-2-claim-2/page.md","children":[]},{"slug":"claim-3-claim-3","title":"Claim 3: Witness Protection","file":"pages/claim-3-claim-3/page.md","children":[]},{"slug":"claim-4-claim-4","title":"Claim 4: in-limit separation","file":"pages/claim-4-claim-4/page.md","children":[]},{"slug":"claim-5-claim-5","title":"Claim 5: proper MQ lower bound","file":"pages/claim-5-claim-5/page.md","children":[]},{"slug":"claim-6-claim-6","title":"Claim 6: finite proper replay","file":"pages/claim-6-claim-6/page.md","children":[]},{"slug":"conclusion","title":"Conclusion","file":"pages/conclusion/page.md","children":[]}]},"agent_view_tokens":4100,"revision":"1784671215000000000"}