conftrace_

least-squares value iteration

7 papers

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Also known as

LSVI

Co-occurring keywords · papers mentioning both

regret bound (4) value iteration (3) sample complexity (3) reinforcement learning (3) linear function approximation (2) function approximation (2) kernel methods (1) reward-free reinforcement learning (1) pessimism principle (1) robust supervised learning (1)

Papers

Projection by Convolution: Optimal Sample Complexity for Reinforcement Learning in Continuous-Space MDPs COLT 2024 Can Reinforcement Learning Find Stackelberg-Nash Equilibria in General-Sum Markov Games with Myopically Rational Followers? JMLR 2023 Towards Minimax Optimal Reward-free Reinforcement Learning in Linear MDPs ICLR 2023 Corruption-robust Offline Reinforcement Learning AISTATS 2022 Provably Efficient Reinforcement Learning with Kernel and Neural Function Approximations NeurIPS 2020 Provably efficient reinforcement learning with linear function approximation COLT 2020 Generalization and Exploration via Randomized Value Functions ICML 2016