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20232026
most citedBayesFlow 2: Multi-Backend Amortized Bayesian Inference in Python

2 citations · 3 across the 7 of their papers we have counts for

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stat.ML2025

Improving the Accuracy of Amortized Model Comparison with Self-Consistency

Šimon Kucharský, Aayush Mishra, Daniel Habermann +2

Amortized Bayesian model comparison (BMC) enables fast probabilistic ranking of models via simulation-based training of neural surrogates. However, the accuracy of neural surrogate…

stat.ML2025

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…