Robust Amortized Bayesian Inference with Self-Consistency Losses on Unlabeled Data

Aayush Mishra, Daniel Habermann, Marvin Schmitt +2

Amortized Bayesian inference (ABI) with neural networks can solve probabilistic inverse problems orders of magnitude faster than classical methods. However, ABI is not yet sufficie…