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05/25/2023
Learning Robust Statistics for Simulation-based Inference under Model Misspecification
Simulation-based inference (SBI) methods such as approximate Bayesian co...
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05/23/2023
Cost-aware learning of relevant contextual variables within Bayesian optimization
Contextual Bayesian Optimization (CBO) is a powerful framework for optim...
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01/27/2023
Optimally-Weighted Estimators of the Maximum Mean Discrepancy for Likelihood-Free Inference
Likelihood-free inference methods typically make use of a distance betwe...
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01/28/2022