Reinforcement Learning

Learning in POMDPs is Sample-Efficient with Hindsight Observability ICML 2023 Learning New Skills after Deployment: Improving open-domain internet-driven dialogue with human feedback ACL 2023 Learning Optimal Policy for Simultaneous Machine Translation via Binary Search ACL 2023 Learning Pessimism for Reinforcement Learning AAAI 2023 Learning to acquire novel cognitive tasks with evolution, plasticity and meta-meta-learning ICML 2023 Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt NeurIPS 2023 Learning to Shape Rewards Using a Game of Two Partners AAAI 2023 Learning to Simulate Natural Language Feedback for Interactive Semantic Parsing ACL 2023 Learning When to Speak: Latency and Quality Trade-offs for Simultaneous Speech-to-Speech Translation with Offline Models Interspeech 2023 Learning While Scheduling in Multi-Server Systems With Unknown Statistics: MaxWeight with Discounted UCB AISTATS 2023 Less Likely Brainstorming: Using Language Models to Generate Alternative Hypotheses ACL 2023 LESSON: Learning to Integrate Exploration Strategies for Reinforcement Learning via an Option Framework ICML 2023 Local Optimization Achieves Global Optimality in Multi-Agent Reinforcement Learning ICML 2023 Loose lips sink ships: Mitigating Length Bias in Reinforcement Learning from Human Feedback EMNLP 2023 Low-Switching Policy Gradient with Exploration via Online Sensitivity Sampling ICML 2023 MAHALO: Unifying Offline Reinforcement Learning and Imitation Learning from Observations ICML 2023 ManiSkill2: A Unified Benchmark for Generalizable Manipulation Skills ICLR 2023 Markov Decision Processes with Time-Varying Geometric Discounting AAAI 2023 Minimax-Bayes Reinforcement Learning AISTATS 2023 Misspecification in Inverse Reinforcement Learning AAAI 2023 Model-based Offline Reinforcement Learning with Count-based Conservatism ICML 2023 Model-Based Offline Reinforcement Learning with Local Misspecification AAAI 2023 Model-based Reinforcement Learning with Scalable Composite Policy Gradient Estimators ICML 2023 Model-Based Uncertainty in Value Functions AISTATS 2023 Modeling Adversarial Attack on Pre-trained Language Models as Sequential Decision Making ACL 2023