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

FUSE: Fast Unified Simulation and Estimation for PDEs NIPS 2024
Simulation-Based Stacking AISTATS 2024
Direct Amortized Likelihood Ratio Estimation AAAI 2024
Conformal Contextual Robust Optimization AISTATS 2024
Consistency Models for Scalable and Fast Simulation-Based Inference NIPS 2024
Active Sequential Posterior Estimation for Sample-Efficient Simulation-Based Inference NIPS 2024
Compositional Score Modeling for Simulation-Based Inference ICML 2023
Discriminative Calibration: Check Bayesian Computation from Simulations and Flexible Classifier NIPS 2023
Adversarial robustness of amortized Bayesian inference ICML 2023
Learning Robust Statistics for Simulation-based Inference under Model Misspecification NIPS 2023
L-C2ST: Local Diagnostics for Posterior Approximations in Simulation-Based Inference NIPS 2023
Meta-learning families of plasticity rules in recurrent spiking networks using simulation-based inference NIPS 2023
Pseudo-Likelihood Inference NIPS 2023
Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability NIPS 2023
Meta-Uncertainty in Bayesian Model Comparison AISTATS 2023
Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation NIPS 2023
Sampling-Based Accuracy Testing of Posterior Estimators for General Inference ICML 2023
Flow Matching for Scalable Simulation-Based Inference NIPS 2023
Robust Neural Posterior Estimation and Statistical Model Criticism NIPS 2022
Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation AISTATS 2022
Efficient identification of informative features in simulation-based inference NIPS 2022
Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation NIPS 2022
Contrastive Neural Ratio Estimation NIPS 2022
Truncated proposals for scalable and hassle-free simulation-based inference NIPS 2022
Benchmarking Simulation-Based Inference AISTATS 2021