Applications

Learning to Stabilize Online Reinforcement Learning in Unbounded State Spaces ICML 2024 Learning Transparent Reward Models via Unsupervised Feature Selection CoRL 2024 Lessons from Learning to Spin “Pens” CoRL 2024 Leveraging Locality to Boost Sample Efficiency in Robotic Manipulation CoRL 2024 Leveraging Mutual Information for Asymmetric Learning under Partial Observability CoRL 2024 Leveraging Partial Symmetry for Multi-Agent Reinforcement Learning AAAI 2024 Linear Bellman Completeness Suffices for Efficient Online Reinforcement Learning with Few Actions COLT 2024 LLM-Based Agent Society Investigation: Collaboration and Confrontation in Avalon Gameplay EMNLP 2024 LLM-Based Offline Learning for Embodied Agents via Consistency-Guided Reward Ensemble EMNLP 2024 LLM-based Skill Diffusion for Zero-shot Policy Adaptation NeurIPS 2024 Local and Adaptive Mirror Descents in Extensive-Form Games NeurIPS 2024 Log Barriers for Safe Black-box Optimization with Application to Safe Reinforcement Learning JMLR 2024 Logic-Skill Programming: An Optimization-based Approach to Sequential Skill Planning RSS 2024 Long-Horizon Planning for Multi-Agent Robots in Partially Observable Environments NeurIPS 2024 Lookahead Exploration with Neural Radiance Representation for Continuous Vision-Language Navigation CVPR 2024 Look-ahead Search on Top of Policy Networks in Imperfect Information Games IJCAI 2024 Low-rank MDPs with Continuous Action Spaces AISTATS 2024 M2RL: A Multi-player Multi-agent Reinforcement Learning Framework for Complex Games IJCAI 2024 MacMic: Executing Iceberg Orders via Hierarchical Reinforcement Learning IJCAI 2024 Mahjong AI Competition: Exploring AI Application in Complex Real-World Games IJCAI 2024 Major-Minor Mean Field Multi-Agent Reinforcement Learning ICML 2024 Make-An-Agent: A Generalizable Policy Network Generator with Behavior-Prompted Diffusion NeurIPS 2024 MapGPT: Map-Guided Prompting with Adaptive Path Planning for Vision-and-Language Navigation ACL 2024 MARS: Multimodal Active Robotic Sensing for Articulated Characterization IJCAI 2024 Mastering Zero-Shot Interactions in Cooperative and Competitive Simultaneous Games ICML 2024