Deep RL

Near-Optimal Dynamic Regret for Adversarial Linear Mixture MDPs NeurIPS 2024 NeoRL: Efficient Exploration for Nonepisodic RL NeurIPS 2024 NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation NeurIPS 2024 Neural-Kernel Conditional Mean Embeddings ICML 2024 NondBREM: Nondeterministic Offline Reinforcement Learning for Large-Scale Order Dispatching AAAI 2024 Non-Stationary Learning of Neural Networks with Automatic Soft Parameter Reset NeurIPS 2024 No Prior Mask: Eliminate Redundant Action for Deep Reinforcement Learning AAAI 2024 No Representation, No Trust: Connecting Representation, Collapse, and Trust Issues in PPO NeurIPS 2024 Normalization and effective learning rates in reinforcement learning NeurIPS 2024 Not All Tasks Are Equally Difficult: Multi-Task Deep Reinforcement Learning with Dynamic Depth Routing AAAI 2024 Occupancy-based Policy Gradient: Estimation, Convergence, and Optimality NeurIPS 2024 OCEAN-MBRL: Offline Conservative Exploration for Model-Based Offline Reinforcement Learning AAAI 2024 ODICE: Revealing the Mystery of Distribution Correction Estimation via Orthogonal-gradient Update ICLR 2024 ODIN: Disentangled Reward Mitigates Hacking in RLHF ICML 2024 ODRL: A Benchmark for Off-Dynamics Reinforcement Learning NeurIPS 2024 Offline Multitask Representation Learning for Reinforcement Learning NeurIPS 2024 Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression NeurIPS 2024 Off-Policy Action Anticipation in Multi-Agent Reinforcement Learning JMLR 2024 OmniH2O: Universal and Dexterous Human-to-Humanoid Whole-Body Teleoperation and Learning CoRL 2024 One Policy to Run Them All: an End-to-end Learning Approach to Multi-Embodiment Locomotion CoRL 2024 On learning history-based policies for controlling Markov decision processes AISTATS 2024 Online Control with Adversarial Disturbance for Continuous-time Linear Systems NeurIPS 2024 Online Iterative Reinforcement Learning from Human Feedback with General Preference Model NeurIPS 2024 Online Learning with Off-Policy Feedback in Adversarial MDPs IJCAI 2024 Online Matching with Stochastic Rewards: Provable Better Bound via Adversarial Reinforcement Learning ICML 2024