Escaping Model Collapse via Synthetic Data Verification: Near-term Improvements and Long-term Convergence

Bingji Yi, Qiyuan Liu, Yuwei Cheng +1

The paper proposes using an external synthetic data verifier to prevent model collapse during iterative retraining of generative models on their own synthetic data, providing theor…