2026
Minimum Distance Summaries for Robust Neural Posterior Estimation
ICML 2026poster
Simulation-based inference (SBI) enables amortized Bayesian inference by first training a neural posterior estimator (NPE) on prior-simulator pairs, typically through low-dimensional summary statistics, which can then be cheaply reused for fast inference by querying it on new test observations. Beca…