2 papers
stat.CO2026
Learning the distance for ABC and localized neural posterior estimation
Yuyan Wang, David J. Nott
Likelihood-free inference methods can perform Bayesian inference when evaluating the likelihood is impractical but simulating synthetic data from the model is feasible. Approximate…
stat.ME2025
Robust Bayesian methods using amortized simulation-based inference
Wang Yuyan, Michael Evans, David J. Nott
Bayesian simulation-based inference (SBI) methods are used in statistical models where simulation is feasible but the likelihood is intractable. Standard SBI methods can perform po…