Reinforcement Learning

Sample-Efficient Reinforcement Learning in the Presence of Exogenous Information COLT 2022 Sample-Efficient Reinforcement Learning of Partially Observable Markov Games NeurIPS 2022 Sample-Efficient Reinforcement Learning via Conservative Model-Based Actor-Critic AAAI 2022 Sample-Efficient Reinforcement Learning with loglog(T) Switching Cost ICML 2022 Sample Efficient Stochastic Policy Extragradient Algorithm for Zero-Sum Markov Game ICLR 2022 Saute RL: Almost Surely Safe Reinforcement Learning Using State Augmentation ICML 2022 Scalable and Robust Self-Learning for Skill Routing in Large-Scale Conversational AI Systems NAACL 2022 Scalable Anytime Planning for Multi-Agent MDPs (Extended Abstract) IJCAI 2022 Scalable Deep Reinforcement Learning Algorithms for Mean Field Games ICML 2022 Scalable ML Methods to Optimize KPIs in Real-World Manufacturing Processes IJCAI 2022 ScienceWorld: Is your Agent Smarter than a 5th Grader? EMNLP 2022 Search-based Reinforcement Learning through Bandit Linear Optimization IJCAI 2022 Search-Based Testing of Reinforcement Learning IJCAI 2022 Selective Token Generation for Few-shot Natural Language Generation COLING 2022 Self-Explaining Deviations for Coordination NeurIPS 2022 Self-Organized Group for Cooperative Multi-agent Reinforcement Learning NeurIPS 2022 Self-Organized Polynomial-Time Coordination Graphs ICML 2022 Self-Predictive Dynamics for Generalization of Vision-based Reinforcement Learning IJCAI 2022 Self-supervised representations for multi-view reinforcement learning UAI 2022 Semantic Exploration from Language Abstractions and Pretrained Representations NeurIPS 2022 Semi-infinitely Constrained Markov Decision Processes NeurIPS 2022 Semi-Supervised Imitation Learning of Team Policies from Suboptimal Demonstrations IJCAI 2022 SENTINEL: taming uncertainty with ensemble based distributional reinforcement learning UAI 2022 Sequence Model Imitation Learning with Unobserved Contexts NeurIPS 2022 Sequential Voting With Relational Box Fields for Active Object Detection CVPR 2022