Conformal Prediction Beyond the Horizon: Distribution-Free Inference for Policy Evaluation

Feichen Gan, Youcun Lu, Yingying Zhang +1

Reliable uncertainty quantification is crucial for reinforcement learning (RL) in high-stakes settings. We propose a unified conformal prediction framework for infinite-horizon pol…