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

2 citations · 3 across the 6 of their papers we have counts for

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stat.ML2026

Amortized Bayesian Inference on Multilevel Models of Arbitrary Structure

Daniel Habermann, Andreas Bulling, Stefan T. Radev +1

We develop a general method for amortized Bayesian inference on multilevel models of arbitrary structure. Given a generative model specified as a directed acyclic graph, our method…

stat.ML2026

Improving the Accuracy of Amortized Model Comparison with Self-Consistency

Šimon Kucharský, Aayush Mishra, Daniel Habermann +2

Amortized Bayesian inference (ABI) offers fast, scalable approximations to posterior densities by training neural surrogates on data simulated from the statistical model. However,…