Reinforcement Learning

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 LASIL: Learner-Aware Supervised Imitation Learning For Long-term Microscopic Traffic Simulation CVPR 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 Learn How to See: Collaborative Embodied Learning for Object Detection and Camera Adjusting AAAI 2024 Learning a Diffusion Model Policy from Rewards via Q-Score Matching ICML 2024 Learning an Actionable Discrete Diffusion Policy via Large-Scale Actionless Video Pre-Training NeurIPS 2024 Learning and deploying robust locomotion policies with minimal dynamics randomization L4DC 2024 Learning Causal Dynamics Models in Object-Oriented Environments ICML 2024 Learning Communication Policies for Different Follower Behaviors in a Collaborative Reference Game ACL 2024 Learning Constraints from Offline Demonstrations via Superior Distribution Correction Estimation ICML 2024 Learning Coverage Paths in Unknown Environments with Deep Reinforcement Learning ICML 2024 Learning Decentralized Multi-Biped Control for Payload Transport CoRL 2024 Learning Decentralized Partially Observable Mean Field Control for Artificial Collective Behavior ICLR 2024 Learning Discrete-Time Major-Minor Mean Field Games AAAI 2024 Learning Distinguishable Trajectory Representation with Contrastive Loss NeurIPS 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 Efficient and Robust Multi-Agent Communication via Graph Information Bottleneck AAAI 2024 Learning Embeddings for Sequential Tasks Using Population of Agents IJCAI 2024 Learning Equilibria in Adversarial Team Markov Games: A Nonconvex-Hidden-Concave Min-Max Optimization Problem NeurIPS 2024 Learning Extensive-Form Perfect Equilibria in Two-Player Zero-Sum Sequential Games AISTATS 2024 Learning Fair Cooperation in Mixed-Motive Games with Indirect Reciprocity IJCAI 2024 Learning Formal Mathematics From Intrinsic Motivation NeurIPS 2024