policy optimization

Model-Based Offline Meta-Reinforcement Learning with Regularization ICLR 2022 Nearly Optimal Policy Optimization with Stable at Any Time Guarantee ICML 2022 Near-optimal Policy Optimization Algorithms for Learning Adversarial Linear Mixture MDPs AISTATS 2022 Near-Optimal Sample Complexity Bounds for Constrained MDPs NeurIPS 2022 Off-Policy Evaluation with Policy-Dependent Optimization Response NeurIPS 2022 Online Apprenticeship Learning AAAI 2022 On the Convergence Rate of Off-Policy Policy Optimization Methods with Density-Ratio Correction AISTATS 2022 On the Sample Complexity of Stability Constrained Imitation Learning L4DC 2022 Optimal control of partially observable Markov decision processes with finite linear temporal logic constraints UAI 2022 Planning with Participation Constraints AAAI 2022 Plan To Predict: Learning an Uncertainty-Foreseeing Model For Model-Based Reinforcement Learning NeurIPS 2022 Policy Diagnosis via Measuring Role Diversity in Cooperative Multi-agent RL ICML 2022 Policy Optimization for Markov Games: Unified Framework and Faster Convergence NeurIPS 2022 Policy Optimization for Stochastic Shortest Path COLT 2022 Policy Optimization with Advantage Regularization for Long-Term Fairness in Decision Systems NeurIPS 2022 Policy Optimization with Linear Temporal Logic Constraints NeurIPS 2022 Policy Optimization with Stochastic Mirror Descent AAAI 2022 Primal-Dual Stochastic Mirror Descent for MDPs AISTATS 2022 Provably Efficient Policy Optimization for Two-Player Zero-Sum Markov Games AISTATS 2022 Proximal Point Imitation Learning NeurIPS 2022 Redeeming intrinsic rewards via constrained optimization NeurIPS 2022 Regularizing a Model-based Policy Stationary Distribution to Stabilize Offline Reinforcement Learning ICML 2022 Reinforcement Learning under a Multi-agent Predictive State Representation Model: Method and Theory ICLR 2022 Rethinking Goal-Conditioned Supervised Learning and Its Connection to Offline RL ICLR 2022 Rethinking Optimization with Differentiable Simulation from a Global Perspective CoRL 2022