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One Objective to Rule Them All: A Maximization Objective Fusing Estimation and Planning for Exploration., , , , , , , , and . CoRR, (2023)Towards General Function Approximation in Zero-Sum Markov Games., , , and . CoRR, (2021)Generative Adversarial Imitation Learning with Neural Networks: Global Optimality and Convergence Rate., , , and . CoRR, (2020)Learning Zero-Sum Simultaneous-Move Markov Games Using Function Approximation and Correlated Equilibrium., , , and . Math. Oper. Res., 48 (1): 433-462 (February 2023)Misspecified nonconvex statistical optimization for sparse phase retrieval., , , , , and . Math. Program., 176 (1-2): 545-571 (2019)Offline RL with No OOD Actions: In-Sample Learning via Implicit Value Regularization., , , , , , and . ICLR, OpenReview.net, (2023)Pessimism in the Face of Confounders: Provably Efficient Offline Reinforcement Learning in Partially Observable Markov Decision Processes., , , and . ICLR, OpenReview.net, (2023)Provable Statistical Rates for Consistency Diffusion Models., , , and . CoRR, (2024)Sample-efficient Learning of Infinite-horizon Average-reward MDPs with General Function Approximation., , and . ICLR, OpenReview.net, (2024)A Two-Timescale Stochastic Algorithm Framework for Bilevel Optimization: Complexity Analysis and Application to Actor-Critic., , , and . SIAM J. Optim., 33 (1): 147-180 (March 2023)