Nam Phuong Tran

Sparse Offline Reinforcement Learning with Corruption Robustness

2025 · Warwick Research Archive Portal (University of Warwick)

We investigate robustness to strong data corruption in offline sparse reinforcement learning (RL). In our setting, an adversary may arbitrarily perturb a fraction of the collected trajectories from a high-dimensional but sparse Markov decision process, …