reinforcement learning

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 Sample Complexity Bounds for Constrained MDPs NeurIPS 2022 Neural Gaits: Learning Bipedal Locomotion via Control Barrier Functions and Zero Dynamics Policies L4DC 2022 Neural-progressive hedging: Enforcing constraints in reinforcement learning with stochastic programming UAI 2022 Neural Stochastic Dual Dynamic Programming ICLR 2022 NICE: Robust Scheduling through Reinforcement Learning-Guided Integer Programming AAAI 2022 Nocturne: a scalable driving benchmark for bringing multi-agent learning one step closer to the real world 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 Non-Uniform Adversarially Robust Pruning AutoML 2022 OAM: An Option-Action Reinforcement Learning Framework for Universal Multi-Intersection Control AAAI 2022 Offline-to-Online Co-Evolutional User Simulator and Dialogue System EMNLP 2022 Offline Vehicle Routing Problem with Online Bookings: A Novel Problem Formulation with Applications to Paratransit IJCAI 2022 Off-Policy Evaluation with Deficient Support Using Side Information NeurIPS 2022 Off-Policy Fitted Q-Evaluation with Differentiable Function Approximators: Z-Estimation and Inference Theory ICML 2022 On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning ICLR 2022 One After Another: Learning Incremental Skills for a Changing World ICLR 2022 On Instrumental Variable Regression for Deep Offline Policy Evaluation JMLR 2022 Online Ad Hoc Teamwork under Partial Observability ICLR 2022 Online Apprenticeship Learning AAAI 2022 Online Learning for Unknown Partially Observable MDPs AISTATS 2022 Online Target Q-learning with Reverse Experience Replay: Efficiently finding the Optimal Policy for Linear MDPs ICLR 2022 On Optimizing Interventions in Shared Autonomy AAAI 2022