Minimum Distance Summaries for Robust Neural Posterior Estimation

Sherman Khoo, Dennis Prangle, Song Liu +1

Simulation-based inference (SBI) enables amortized Bayesian inference by first training a neural posterior estimator (NPE) on prior-simulator pairs, typically through low-dimension…