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News/Epidemiology of Model Collapse: Modeling Synthetic Data Contamination via Bilayer SIR Dynamics
arxiv
PublishedJune 5, 2026 at 4:00 AM

Epidemiology of Model Collapse: Modeling Synthetic Data Contamination via Bilayer SIR Dynamics

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arXiv:2606.05168v1 Announce Type: new Abstract: Training on synthetic data causes model collapse, but existing analyses treat this as single-chain degradation. In reality, the AI ecosystem involves cross-contamination: models ingest synthetic data from other models, produce new synthetic text, and c

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