Policy Learning

Online Reinforcement Learning for Mixed Policy Scopes NeurIPS 2022 On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting NeurIPS 2022 On-Robot Learning With Equivariant Models CoRL 2022 On the Convergence of the Monte Carlo Exploring Starts Algorithm for Reinforcement Learning ICLR 2022 On the Convergence Rate of Off-Policy Policy Optimization Methods with Density-Ratio Correction AISTATS 2022 On the Convergence Rates of Policy Gradient Methods JMLR 2022 On the Expressivity of Markov Reward (Extended Abstract) IJCAI 2022 On the Generalization of Representations in Reinforcement Learning AISTATS 2022 On the Global Optimum Convergence of Momentum-based Policy Gradient AISTATS 2022 On the Hidden Biases of Policy Mirror Ascent in Continuous Action Spaces ICML 2022 On the (In)Tractability of Reinforcement Learning for LTL Objectives IJCAI 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 Optimal Estimation of Policy Gradient via Double Fitted Iteration ICML 2022 Optimal Pointing Sequences in Spacecraft Formation Flying Using Online Planning with Resource Constraints L4DC 2022 Optimal Transport for Stationary Markov Chains via Policy Iteration JMLR 2022 PAGE-PG: A Simple and Loopless Variance-Reduced Policy Gradient Method with Probabilistic Gradient Estimation ICML 2022 PALMER: Perception - Action Loop with Memory for Long-Horizon Planning NeurIPS 2022 Pareto Policy Adaptation ICLR 2022 PDSketch: Integrated Domain Programming, Learning, and Planning NeurIPS 2022 PG3: Policy-Guided Planning for Generalized Policy Generation IJCAI 2022 Planning with Participation Constraints AAAI 2022 Plan To Predict: Learning an Uncertainty-Foreseeing Model For Model-Based Reinforcement Learning NeurIPS 2022 Policy Gradient and Actor-Critic Learning in Continuous Time and Space: Theory and Algorithms JMLR 2022 Policy Gradient Method For Robust Reinforcement Learning ICML 2022