Offline RL for Adaptive Policy Retrieval in Prior Authorization

Ruslan Sharifullin, Maxim Gorshkov, Hannah Clay

Prior authorization (PA) requires interpretation of complex and fragmented coverage policies, yet existing retrieval-augmented systems rely on static top-$K$ strategies with fixed…