Deep RL

Language Model Adaption for Reinforcement Learning with Natural Language Action Space ACL 2024 Large Language Model as a Policy Teacher for Training Reinforcement Learning Agents IJCAI 2024 Last-Iterate Global Convergence of Policy Gradients for Constrained Reinforcement Learning NeurIPS 2024 Latent Learning Progress Drives Autonomous Goal Selection in Human Reinforcement Learning NeurIPS 2024 Learning and deploying robust locomotion policies with minimal dynamics randomization L4DC 2024 Learning Communication Policies for Different Follower Behaviors in a Collaborative Reference Game ACL 2024 Learning Coverage Paths in Unknown Environments with Deep Reinforcement Learning ICML 2024 Learning Discrete-Time Major-Minor Mean Field Games AAAI 2024 Learning Diverse Risk Preferences in Population-Based Self-Play AAAI 2024 Learning Dynamic Mechanisms in Unknown Environments: A Reinforcement Learning Approach JMLR 2024 Learning Embeddings for Sequential Tasks Using Population of Agents IJCAI 2024 Learning from Ambiguous Demonstrations with Self-Explanation Guided Reinforcement Learning AAAI 2024 Learning Generalizable and Composable Abstractions for Transfer in Reinforcement Learning AAAI 2024 Learning Multimodal Behaviors from Scratch with Diffusion Policy Gradient NeurIPS 2024 Learning Sampling Policy to Achieve Fewer Queries for Zeroth-Order Optimization AISTATS 2024 Learning Successor Features the Simple Way NeurIPS 2024 Learning Temporal Distances: Contrastive Successor Features Can Provide a Metric Structure for Decision-Making ICML 2024 Learning the Target Network in Function Space ICML 2024 Learning to Act without Actions ICLR 2024 Learning to Assist Humans without Inferring Rewards NeurIPS 2024 Learning to Control Camera Exposure via Reinforcement Learning CVPR 2024 Learning to Discuss Strategically: A Case Study on One Night Ultimate Werewolf NeurIPS 2024 Learning to Manipulate Anywhere: A Visual Generalizable Framework For Reinforcement Learning CoRL 2024 Learning to Retrieve Iteratively for In-Context Learning EMNLP 2024 Learning to Select Views for Efficient Multi-View Understanding CVPR 2024