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Changxiao Cai

1 paper indexed

arxivcs.LGcs.AIstat.ML2026-07-21

Provable diffusion-based posterior sampling for linear inverse problems via DDIM

Yuchen Jiao, Na Li, Changxiao Cai, Yuxin Chen, Gen Li

Diffusion-based methods have achieved remarkable empirical success in solving inverse problems. However, many existing posterior samplers either lack rigorous theoretical guarantees or incur substantial computational overhead. We propose a simple and efficient algorithm, called \…

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