@article{infrabayesianreinforcementlearningagents, title = {Infra-Bayesian Reinforcement Learning Agents Outperform Classical RL For Worst-Case Robustness}, author = {Manish Aryal and Faiyaz Azam and Agnivo Banerjee and Syed Mahir Ahamed and Sai Sidhanth Manoharan Jayanthi and Allegra Laro and Clément Legentilhomme and Andrew Lin and Florian Lorkowski and Radman Rakhshandehroo and Patric Rommel and Emanuel Ruzak and Nathan Theng and Paul Yushin Rapoport}, year = {2026}, eprint = {2605.23146}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.23146}, }