works on
causal inference 1hidden actions 1offline reinforcement learning 1off-policy evaluation 1

From the 1 of 2 linked papers with an AI index.

collaborators

2 papers

stat.ML2026

Learning from the Unseen: Offline Reinforcement Learning with Hidden Actions

Zeyu Bian, Ying Zhou, Yifan Cui

The paper introduces a method for offline reinforcement learning when the true actions are unobserved, using next-state information to estimate policy values and providing a robust…

stat.ML2025

Reinforcement Learning with Continuous Actions Under Unmeasured Confounding

Yuhan Li, Eugene Han, Yifan Hu +4

This paper addresses the challenge of offline policy learning in reinforcement learning with continuous action spaces when unmeasured confounders are present. While most existing r…