2025 "model collapse" Papers

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Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification

Yunzhen Feng, Elvis Dohmatob, Pu Yang et al.

ICLR 2025posterarXiv:2406.07515

Self-Verification Provably Prevents Model Collapse in Recursive Synthetic Training

Shi Fu, Yingjie Wang, Yuzhu Chen et al.

NeurIPS 2025poster