Deep RL

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 PA Ph&Tech at SemEval-2022 Task 11: NER Task with Ensemble Embedding from Reinforcement Learning SemEval 2022 Pareto Policy Adaptation ICLR 2022 Pareto Set Learning for Neural Multi-Objective Combinatorial Optimization ICLR 2022 Parsing Natural Language into Propositional and First-Order Logic with Dual Reinforcement Learning COLING 2022 Partner Personas Generation for Dialogue Response Generation NAACL 2022 Penalized Proximal Policy Optimization for Safe Reinforcement Learning IJCAI 2022 PEPDS: A Polite and Empathetic Persuasive Dialogue System for Charity Donation COLING 2022 Perceiving the World: Question-guided Reinforcement Learning for Text-based Games ACL 2022 PerfectDou: Dominating DouDizhu with Perfect Information Distillation NeurIPS 2022 Pessimistic Q-Learning for Offline Reinforcement Learning: Towards Optimal Sample Complexity ICML 2022 Phasic Self-Imitative Reduction for Sparse-Reward Goal-Conditioned Reinforcement Learning ICML 2022 Planning for Sample Efficient Imitation Learning NeurIPS 2022 Planning to the Information Horizon of BAMDPs via Epistemic State Abstraction NeurIPS 2022 Planning with Diffusion for Flexible Behavior Synthesis ICML 2022 Plan To Predict: Learning an Uncertainty-Foreseeing Model For Model-Based Reinforcement Learning NeurIPS 2022 PLM-based World Models for Text-based Games EMNLP 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 Policy Gradients Incorporating the Future ICLR 2022 Policy Gradient With Serial Markov Chain Reasoning NeurIPS 2022 Policy Learning for Robust Markov Decision Process with a Mismatched Generative Model AAAI 2022 Policy Optimization with Advantage Regularization for Long-Term Fairness in Decision Systems NeurIPS 2022 Policy Optimization with Linear Temporal Logic Constraints NeurIPS 2022