markov decision process

Non-monotonic Resource Utilization in the Bandits with Knapsacks Problem NeurIPS 2022 Offline Reinforcement Learning with Realizability and Single-policy Concentrability COLT 2022 Off-Policy Risk Assessment for Markov Decision Processes AISTATS 2022 On the Convergence of the Monte Carlo Exploring Starts Algorithm for Reinforcement Learning ICLR 2022 On the Convergence Rates of Policy Gradient Methods JMLR 2022 On Well-posedness and Minimax Optimal Rates of Nonparametric Q-function Estimation in Off-policy Evaluation ICML 2022 Operator Splitting Value Iteration NeurIPS 2022 Optimal Admission Control for Multiclass Queues with Time-Varying Arrival Rates via State Abstraction AAAI 2022 Optimal Pointing Sequences in Spacecraft Formation Flying Using Online Planning with Resource Constraints L4DC 2022 Optimistic Posterior Sampling for Reinforcement Learning with Few Samples and Tight Guarantees NeurIPS 2022 Optimizing Sequential Experimental Design with Deep Reinforcement Learning ICML 2022 Pessimism meets VCG: Learning Dynamic Mechanism Design via Offline Reinforcement Learning ICML 2022 Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning ICLR 2022 Planning with Participation Constraints AAAI 2022 Policy Optimization with Advantage Regularization for Long-Term Fairness in Decision Systems NeurIPS 2022 Primal-Dual Stochastic Mirror Descent for MDPs AISTATS 2022 Provable General Function Class Representation Learning in Multitask Bandits and MDP NeurIPS 2022 Recursive Reinforcement Learning NeurIPS 2022 Regret Bounds for Information-Directed Reinforcement Learning NeurIPS 2022 Regret Bounds for Risk-Sensitive Reinforcement Learning NeurIPS 2022 Reinforcement Learning Augmented Asymptotically Optimal Index Policy for Finite-Horizon Restless Bandits AAAI 2022 Reinforcement Learning in a Birth and Death Process: Breaking the Dependence on the State Space NeurIPS 2022 Reinforcement Learning of Causal Variables Using Mediation Analysis AAAI 2022 Reinforcement Learning with a Terminator NeurIPS 2022 Risk-Aware Stochastic Shortest Path AAAI 2022