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neural posterior estimation

11 papers

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Also known as

NPE

Co-occurring keywords · papers mentioning both

simulation-based inference (9) bayesian inference (4) normalizing flow (3) amortized inference (3) variational inference (3) approximate bayesian computation (2) posterior estimation (2) posterior distribution (2) likelihood-free inference (2) model misspecification (2)

Papers

Conditional diffusions for amortized neural posterior estimation AISTATS 2025 Robust Simulation-Based Inference under Missing Data via Neural Processes ICLR 2025 An amortized approach to non-linear mixed-effects modeling based on neural posterior estimation ICML 2024 Globally Convergent Variational Inference NeurIPS 2024 Compositional Score Modeling for Simulation-Based Inference ICML 2023 Learning Robust Statistics for Simulation-based Inference under Model Misspecification NeurIPS 2023 Pseudo-Likelihood Inference NeurIPS 2023 Robust Neural Posterior Estimation and Statistical Model Criticism NeurIPS 2022 Truncated proposals for scalable and hassle-free simulation-based inference NeurIPS 2022 HNPE: Leveraging Global Parameters for Neural Posterior Estimation NeurIPS 2021 Automatic Posterior Transformation for Likelihood-Free Inference ICML 2019