Poster "model collapse" Papers

5 papers found

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poster (24,624)paper (8,558)oral (1,594)spotlight (1,421)highlight (975)

A solvable model of learning generative diffusion: theory and insights

Hugo Cui, Cengiz Pehlevan, Yue Lu

NEURIPS 2025arXiv:2501.03937
5
citations

Beyond Model Collapse: Scaling Up with Synthesized Data Requires Verification

Yunzhen Feng, Elvis Dohmatob, Pu Yang et al.

ICLR 2025arXiv:2406.07515
28
citations

Self-Verification Provably Prevents Model Collapse in Recursive Synthetic Training

Shi Fu, Yingjie Wang, Yuzhu Chen et al.

NEURIPS 2025

A Tale of Tails: Model Collapse as a Change of Scaling Laws

Elvis Dohmatob, Yunzhen Feng, Pu Yang et al.

ICML 2024arXiv:2402.07043
110
citations

Collapse-Aware Triplet Decoupling for Adversarially Robust Image Retrieval

Qiwei Tian, Chenhao Lin, Zhengyu Zhao et al.

ICML 2024arXiv:2312.07364
3
citations