Applications

PALMER: Perception - Action Loop with Memory for Long-Horizon Planning NeurIPS 2022 PAnDR: Fast Adaptation to New Environments from Offline Experiences via Decoupling Policy and Environment Representations IJCAI 2022 PantheonRL: A MARL Library for Dynamic Training Interactions AAAI 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 Phasic Self-Imitative Reduction for Sparse-Reward Goal-Conditioned Reinforcement Learning ICML 2022 PI-QT-Opt: Predictive Information Improves Multi-Task Robotic Reinforcement Learning at Scale CoRL 2022 Planning in Stochastic Environments with a Learned Model ICLR 2022 Planning with Diffusion for Flexible Behavior Synthesis ICML 2022 PLATO: Predicting Latent Affordances Through Object-Centric Play CoRL 2022 Play it by Ear: Learning Skills amidst Occlusion through Audio-Visual Imitation Learning RSS 2022 PLM-based World Models for Text-based Games EMNLP 2022 Policy Evaluation and Temporal-Difference Learning in Continuous Time and Space: A Martingale Approach JMLR 2022 Policy improvement by planning with Gumbel ICLR 2022 Policy Optimization for Markov Games: Unified Framework and Faster Convergence NeurIPS 2022 PONI: Potential Functions for ObjectGoal Navigation With Interaction-Free Learning CVPR 2022 PowerGym: A Reinforcement Learning Environment for Volt-Var Control in Power Distribution Systems L4DC 2022 Primal-Dual Stochastic Mirror Descent for MDPs AISTATS 2022 Programmatic Modeling and Generation of Real-Time Strategic Soccer Environments for Reinforcement Learning AAAI 2022 Programmatic Reward Design by Example AAAI 2022 PropEM-L: Radio Propagation Environment Modeling and Learning for Communication-Aware Multi-Robot Exploration RSS 2022 Provable Defense against Backdoor Policies in Reinforcement Learning NeurIPS 2022 Provably Efficient Policy Optimization for Two-Player Zero-Sum Markov Games AISTATS 2022 Provably Feedback-Efficient Reinforcement Learning via Active Reward Learning NeurIPS 2022