Policy Learning

Learning Adversarial Markov Decision Processes with Delayed Feedback AAAI 2022 Learning a subspace of policies for online adaptation in Reinforcement Learning ICLR 2022 Learning from Bootstrapping and Stepwise Reinforcement Reward: A Semi-Supervised Framework for Text Style Transfer NAACL 2022 Learning from Demonstration: Provably Efficient Adversarial Policy Imitation with Linear Function Approximation ICML 2022 Learning Infinite-horizon Average-reward Markov Decision Process with Constraints ICML 2022 Learning Interpretable, High-Performing Policies for Autonomous Driving RSS 2022 Learning Long-Term Crop Management Strategies with CyclesGym NeurIPS 2022 Learning Options via Compression NeurIPS 2022 Learning to Constrain Policy Optimization with Virtual Trust Region NeurIPS 2022 Learning to Grasp the Ungraspable with Emergent Extrinsic Dexterity CoRL 2022 Learning Transferable Reward for Query Object Localization with Policy Adaptation ICLR 2022 LEATHER: A Framework for Learning to Generate Human-like Text in Dialogue AACL 2022 Leveraging Fully Observable Policies for Learning under Partial Observability CoRL 2022 Lexicographic Multi-Objective Reinforcement Learning IJCAI 2022 Lifelong Hyper-Policy Optimization with Multiple Importance Sampling Regularization AAAI 2022 Logarithmic Regret for Episodic Continuous-Time Linear-Quadratic Reinforcement Learning over a Finite-Time Horizon JMLR 2022 Lyapunov Design for Robust and Efficient Robotic Reinforcement Learning CoRL 2022 Maillard Sampling: Boltzmann Exploration Done Optimally AISTATS 2022 Markov Abstractions for PAC Reinforcement Learning in Non-Markov Decision Processes IJCAI 2022 Masked Autoencoding for Scalable and Generalizable Decision Making NeurIPS 2022 Masked Language Models Know Which are Popular: A Simple Ranking Strategy for Commonsense Question Answering EMNLP 2022 Maximum Entropy RL (Provably) Solves Some Robust RL Problems ICLR 2022 Maximum-Likelihood Inverse Reinforcement Learning with Finite-Time Guarantees NeurIPS 2022 MDPGT: Momentum-Based Decentralized Policy Gradient Tracking AAAI 2022 Meta Agent Teaming Active Learning for Pose Estimation CVPR 2022