Pessimistic Risk-Aware Policy Learning in Contextual Bandits

Yilong Wan, Yuqiang Li, Xianyi Wu

We study risk-aware offline policy learning, aiming to learn a decision rule from logged data that is optimal under general risk criteria. This problem is crucial in high-stakes do…