"neural posterior estimation" Papers

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CoLT: The conditional localization test for assessing the accuracy of neural posterior estimates

Tianyu Chen, Vansh Bansal, James Scott

NEURIPS 2025spotlightarXiv:2507.17030

Effortless, Simulation-Efficient Bayesian Inference using Tabular Foundation Models

Julius Vetter, Manuel Gloeckler, Daniel Gedon et al.

NEURIPS 2025arXiv:2504.17660

An amortized approach to non-linear mixed-effects modeling based on neural posterior estimation

Jonas Arruda, Yannik Schälte, Clemens Peiter et al.

Variational Inference with Coverage Guarantees in Simulation-Based Inference

Yash Patel, Declan McNamara, Jackson Loper et al.

ICML 2024arXiv:2305.14275