Self-Verification Provably Prevents Model Collapse in Recursive Synthetic Training

Shi Fu, Yingjie Wang, Yuzhu Chen, Li Shen 0008, Dacheng Tao. Self-Verification Provably Prevents Model Collapse in Recursive Synthetic Training. In Danielle Belgrave, Cheng Zhang 0005, Laura N. Montoya, Hsuan-Tien Lin, Razvan Pascanu, Piotr Koniusz, Marzyeh Ghassemi, Nancy Chen, Iván Vladimir Meza Ruíz, Arturo Loaiza-Bonilla, editors, Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, NeurIPS 2025, San Diago, CA, USA, December 2-7, 2025 / Mexico City, Mexico, November 30 - December 5, 2025. 2025. [doi]

Authors

Shi Fu

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Yingjie Wang

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Yuzhu Chen

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Li Shen 0008

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Dacheng Tao

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