suboptimality bound

Offline Multi-task Transfer RL with Representational Penalization AISTATS 2025 RICE: Breaking Through the Training Bottlenecks of Reinforcement Learning with Explanation ICML 2024 The Price of Adaptivity in Stochastic Convex Optimization COLT 2024 Worst-Case Offline Reinforcement Learning with Arbitrary Data Support NeurIPS 2024 On Instance-Dependent Bounds for Offline Reinforcement Learning with Linear Function Approximation AAAI 2023 Accelerated Combinatorial Search for Outlier Detection with Provable Bound on Sub-Optimality AAAI 2021 Agnostic Reinforcement Learning with Low-Rank MDPs and Rich Observations NeurIPS 2021 Open Problem: Tight Convergence of SGD in Constant Dimension COLT 2020 Near-Optimal Representation Learning for Hierarchical Reinforcement Learning ICLR 2019 Policy Certificates: Towards Accountable Reinforcement Learning ICML 2019 Approximate Supermodularity Bounds for Experimental Design NeurIPS 2017 Multi-Heuristic A* RSS 2014