Wagenmaker, Andrew J.

6 publications

COLT 2023 Instance-Optimality in Interactive Decision Making: Toward a Non-Asymptotic Theory Andrew J. Wagenmaker, Dylan J. Foster

AISTATS 2022 Best Arm Identification with Safety Constraints Zhenlin Wang, Andrew J. Wagenmaker, Kevin Jamieson

COLT 2022 Beyond No Regret: Instance-Dependent PAC Reinforcement Learning Andrew J Wagenmaker, Max Simchowitz, Kevin Jamieson

ICML 2022 First-Order Regret in Reinforcement Learning with Linear Function Approximation: A Robust Estimation Approach Andrew J Wagenmaker, Yifang Chen, Max Simchowitz, Simon Du, Kevin Jamieson

ICML 2022 Reward-Free RL Is No Harder than Reward-Aware RL in Linear Markov Decision Processes Andrew J Wagenmaker, Yifang Chen, Max Simchowitz, Simon Du, Kevin Jamieson

ICML 2021 Task-Optimal Exploration in Linear Dynamical Systems Andrew J Wagenmaker, Max Simchowitz, Kevin Jamieson