Counterfactually Fair Reinforcement Learning via Sequential Data Preprocessing

Jitao Wang, Chengchun Shi, John D. Piette +3

When applied in healthcare, reinforcement learning (RL) seeks to dynamically match the right interventions to subjects to maximize population benefit. However, the learned policy m…