Alex Spaeth

EpiCare: A Reinforcement Learning Benchmark for Dynamic Treatment Regimes

Healthcare applications pose significant challenges to existing reinforcement learning (RL) methods due to implementation risks, low data availability, short treatment episodes, sparse rewards, partial observations, and heterogeneous treatment effects. Despite significant interest in using RL to gen…