Reinforcement Learning

Near-Optimal Goal-Oriented Reinforcement Learning in Non-Stationary Environments NeurIPS 2022 Near Optimality of Finite Memory Feedback Policies in Partially Observed Markov Decision Processes JMLR 2022 Near-Optimal Learning of Extensive-Form Games with Imperfect Information ICML 2022 Near-Optimal Multi-Agent Learning for Safe Coverage Control NeurIPS 2022 Near-optimal Offline Reinforcement Learning with Linear Representation: Leveraging Variance Information with Pessimism ICLR 2022 Near-optimal Policy Optimization Algorithms for Learning Adversarial Linear Mixture MDPs AISTATS 2022 Near-Optimal Randomized Exploration for Tabular Markov Decision Processes NeurIPS 2022 Near-Optimal Regret for Adversarial MDP with Delayed Bandit Feedback NeurIPS 2022 Near-Optimal Reward-Free Exploration for Linear Mixture MDPs with Plug-in Solver ICLR 2022 Near-Optimal Sample Complexity Bounds for Constrained MDPs NeurIPS 2022 Neighborhood Mixup Experience Replay: Local Convex Interpolation for Improved Sample Efficiency in Continuous Control Tasks L4DC 2022 NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning NeurIPS 2022 Neural Gaits: Learning Bipedal Locomotion via Control Barrier Functions and Zero Dynamics Policies L4DC 2022 Neural Inverse Kinematic ICML 2022 Neural-progressive hedging: Enforcing constraints in reinforcement learning with stochastic programming UAI 2022 NICE-SLAM: Neural Implicit Scalable Encoding for SLAM CVPR 2022 Non-Linear Coordination Graphs NeurIPS 2022 Non-Linear Reinforcement Learning in Large Action Spaces: Structural Conditions and Sample-efficiency of Posterior Sampling COLT 2022 Non-Markovian Reward Modelling from Trajectory Labels via Interpretable Multiple Instance Learning NeurIPS 2022 OAM: An Option-Action Reinforcement Learning Framework for Universal Multi-Intersection Control AAAI 2022 Object-Category Aware Reinforcement Learning NeurIPS 2022 Offline Goal-Conditioned Reinforcement Learning via f-Advantage Regression NeurIPS 2022 Offline Meta-Reinforcement Learning with Online Self-Supervision ICML 2022 Offline Multi-Agent Reinforcement Learning with Knowledge Distillation NeurIPS 2022 Offline policy optimization with eligible actions UAI 2022