Two-way Guidance: Simultaneous Learning of Summary Statistics for Generative Bayes

Percy S. Zhai, Max Pachman, Peverel D. Shipley +1

Bayesian simulation-based inference (SBI) can struggle to recover increasingly concentrated posteriors as observation size grows. We consider learning sufficient summary statistics…