1. Provably Efficient and Trustworthy Reinforcement Learning Open Access Author: Huang, Ruiquan Title: Provably Efficient and Trustworthy Reinforcement Learning Graduate Program: Electrical Engineering Keywords: Reinforcement LearningBanditsFederated LearningDifferential PrivacySafetyMulti-task LearningPOMDPReward-free RLLow-rank MDPsPredictive State RepresentationsPSRsRegretSample ComplexityOptimismUpper Confidence BoundUCBOffline RL File: Download Dissertation_Ruiquan__1_.pdf Committee Members: Madhavan Swaminathan, Program Head/ChairMinghui Zhu, Major Field MemberMehrdad Mahdavi, Major Field MemberJia Li, Outside Unit & Field MemberJing Yang, Chair & Dissertation Advisor