Reinforcement Learning

Diffusion Policies Creating a Trust Region for Offline Reinforcement Learning NeurIPS 2024 Direct Multi-Turn Preference Optimization for Language Agents EMNLP 2024 Discovering Creative Behaviors through DUPLEX: Diverse Universal Features for Policy Exploration NeurIPS 2024 Discrete Probabilistic Inference as Control in Multi-path Environments UAI 2024 Disentangled Unsupervised Skill Discovery for Efficient Hierarchical Reinforcement Learning NeurIPS 2024 Domain Randomization via Entropy Maximization ICLR 2024 Do's and Don'ts: Learning Desirable Skills with Instruction Videos NeurIPS 2024 Doubly Mild Generalization for Offline Reinforcement Learning NeurIPS 2024 DreamSmooth: Improving Model-based Reinforcement Learning via Reward Smoothing ICLR 2024 DrM: Mastering Visual Reinforcement Learning through Dormant Ratio Minimization ICLR 2024 DrS: Learning Reusable Dense Rewards for Multi-Stage Tasks ICLR 2024 Dual RL: Unification and New Methods for Reinforcement and Imitation Learning ICLR 2024 Duolando: Follower GPT with Off-Policy Reinforcement Learning for Dance Accompaniment ICLR 2024 Dynamic Neighborhood Construction for Structured Large Discrete Action Spaces ICLR 2024 E2CL: Exploration-based Error Correction Learning for Embodied Agents EMNLP 2024 Effective Exploration Based on the Structural Information Principles NeurIPS 2024 Efficient Dynamics Modeling in Interactive Environments with Koopman Theory ICLR 2024 Efficient Monte Carlo Tree Search via On-the-Fly State-Conditioned Action Abstraction UAI 2024 Efficient Recurrent Off-Policy RL Requires a Context-Encoder-Specific Learning Rate NeurIPS 2024 Enabling Adaptive Agent Training in Open-Ended Simulators by Targeting Diversity NeurIPS 2024 Enhancing Human-AI Collaboration Through Logic-Guided Reasoning ICLR 2024 Enhancing Human Experience in Human-Agent Collaboration: A Human-Centered Modeling Approach Based on Positive Human Gain ICLR 2024 Enhancing Off-Policy Constrained Reinforcement Learning through Adaptive Ensemble C Estimation AAAI 2024 Enhancing Reinforcement Learning with Dense Rewards from Language Model Critic EMNLP 2024 Entity-Centric Reinforcement Learning for Object Manipulation from Pixels ICLR 2024