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20232026
most citedPrincipled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors

2 citations · 5 across the 7 of their papers we have counts for

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cs.LG2025

Blade: A Derivative-free Bayesian Inversion Method using Diffusion Priors

Hongkai Zheng, Austin Wang, Zihui Wu +3

Derivative-free Bayesian inversion arises in science and engineering applications, particularly when forward model is costly or infeasible to differentiate through. Existing deriva…

cs.LG2025★ 1 cited

InverseBench: Benchmarking Plug-and-Play Diffusion Priors for Inverse Problems in Physical Sciences

Hongkai Zheng, Wenda Chu, Bingliang Zhang +9

Plug-and-play diffusion priors (PnPDP) have emerged as a promising research direction for solving inverse problems. However, current studies primarily focus on natural image restor…