conftrace_

simulation-based inference

31 papers

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Also known as

SBI

Co-occurring keywords

bayesian inference (1907) neural posterior estimation (8) likelihood-free inference (47) posterior estimation (34) posterior distribution (259) markov chain monte carlo (725) approximate bayesian computation (33) amortized inference (102) posterior approximation (132) variational inference (2069)

Papers

HNPE: Leveraging Global Parameters for Neural Posterior Estimation NIPS 2021
Truncated Marginal Neural Ratio Estimation NIPS 2021
Neural Empirical Bayes: Source Distribution Estimation and its Applications to Simulation-Based Inference AISTATS 2021
Automatic Posterior Transformation for Likelihood-Free Inference ICML 2019
Hierarchical Implicit Models and Likelihood-Free Variational Inference NIPS 2017
Accelerating ABC methods using Gaussian processes AISTATS 2014