Deep RL

Walk These Ways: Tuning Robot Control for Generalization with Multiplicity of Behavior CoRL 2022 WarpDrive: Fast End-to-End Deep Multi-Agent Reinforcement Learning on a GPU JMLR 2022 What about Inputting Policy in Value Function: Policy Representation and Policy-Extended Value Function Approximator AAAI 2022 When should agents explore? ICLR 2022 Who Is the Strongest Enemy? Towards Optimal and Efficient Evasion Attacks in Deep RL ICLR 2022 Why Should I Trust You, Bellman? The Bellman Error is a Poor Replacement for Value Error ICML 2022 Wish you were here: Hindsight Goal Selection for long-horizon dexterous manipulation ICLR 2022 You Can’t Count on Luck: Why Decision Transformers and RvS Fail in Stochastic Environments NeurIPS 2022 You Only Live Once: Single-Life Reinforcement Learning NeurIPS 2022 Abstraction-based branch and bound approach to Q-learning for hybrid optimal control L4DC 2021 Abstract Value Iteration for Hierarchical Reinforcement Learning AISTATS 2021 Accelerating Robotic Reinforcement Learning via Parameterized Action Primitives NeurIPS 2021 Accelerating Safe Reinforcement Learning with Constraint-mismatched Baseline Policies ICML 2021 Accommodating Picky Customers: Regret Bound and Exploration Complexity for Multi-Objective Reinforcement Learning NeurIPS 2021 A Constrained Multi-Objective Reinforcement Learning Framework CoRL 2021 A Contraction Approach to Model-based Reinforcement Learning AISTATS 2021 Action Candidate Based Clipped Double Q-learning for Discrete and Continuous Action Tasks AAAI 2021 Action redundancy in reinforcement learning UAI 2021 Adapting to misspecification in contextual bandits with offline regression oracles ICML 2021 Adapting to Reward Progressivity via Spectral Reinforcement Learning ICLR 2021 Adaptive Ensemble Q-learning: Minimizing Estimation Bias via Error Feedback NeurIPS 2021 Adaptive Focus for Efficient Video Recognition ICCV 2021 Adaptive Online Packing-guided Search for POMDPs NeurIPS 2021 Adaptive Prior-Dependent Correction Enhanced Reinforcement Learning for Natural Language Generation AAAI 2021 Adaptive Procedural Task Generation for Hard-Exploration Problems ICLR 2021