Efficient Multi-Policy Evaluation for Reinforcement Learning

Shuze Daniel Liu, Claire Chen, Shangtong Zhang

To unbiasedly evaluate multiple target policies, the dominant approach among RL practitioners is to run and evaluate each target policy separately. However, this evaluation method…