2026
Robust Amortized Bayesian Inference with Self-Consistency Losses on Unlabeled Data
ICLR 2026poster
Amortized Bayesian inference (ABI) with neural networks can solve probabilistic inverse problems orders of magnitude faster than classical methods. However, ABI is not yet sufficiently robust for widespread and safe application. When performing inference on observations outside the scope of the simu…