@inproceedings{yao2026posteriorbench, title = {{PosteriorBench}: From Point Estimates to Posterior Matching in Evaluating Generative Inverse Solvers}, author = {Jiachen Yao and Zi-Siang Hsu and Xi Deng and Aditi Gupta and Xin Ju and Sally M. Benson and Gege Wen and Anima Anandkumar}, booktitle = {Advances in Neural Information Processing Systems}, year = {2026}, eprint = {2609.20794}, archivePrefix = {arXiv}, primaryClass = {cs.LG}, url = {https://arxiv.org/abs/2609.20794} }