PAC-Bayesian Reward-Certified Outcome Weighted Learning

Yuya Ishikawa, Shu Tamano

Estimating optimal individualized treatment rules (ITRs) via outcome weighted learning (OWL) often relies on observed rewards that are noisy or optimistic proxies for the true late…