Reinforcement Learning

F2RL: Factuality and Faithfulness Reinforcement Learning Framework for Claim-Guided Evidence-Supported Counterspeech Generation EMNLP 2024 Factored Online Planning in Many-Agent POMDPs AAAI 2024 FactorSim: Generative Simulation via Factorized Representation NeurIPS 2024 Fast Best-of-N Decoding via Speculative Rejection NeurIPS 2024 Fast TRAC: A Parameter-Free Optimizer for Lifelong Reinforcement Learning NeurIPS 2024 Fine-Tuning Large Language Model Based Explainable Recommendation with Explainable Quality Reward AAAI 2024 Fine Tuning Out-of-Vocabulary Item Recommendation with User Sequence Imagination NeurIPS 2024 FlexPlanner: Flexible 3D Floorplanning via Deep Reinforcement Learning in Hybrid Action Space with Multi-Modality Representation NeurIPS 2024 Flipping-based Policy for Chance-Constrained Markov Decision Processes NeurIPS 2024 FoX: Formation-Aware Exploration in Multi-Agent Reinforcement Learning AAAI 2024 Fractional Deep Reinforcement Learning for Age-Minimal Mobile Edge Computing AAAI 2024 Generalizable Policy Improvement via Reinforcement Sampling (Student Abstract) AAAI 2024 Generalizable Task Representation Learning for Offline Meta-Reinforcement Learning with Data Limitations AAAI 2024 Generative Explore-Exploit: Training-free Optimization of Generative Recommender Systems using LLM Optimizers ACL 2024 Generative Flow Networks as Entropy-Regularized RL AISTATS 2024 Generative Input: Towards Next-Generation Input Methods Paradigm ACL 2024 Geometric-Averaged Preference Optimization for Soft Preference Labels NeurIPS 2024 Get a Head Start: On-Demand Pedagogical Policy Selection in Intelligent Tutoring AAAI 2024 Global Rewards in Restless Multi-Armed Bandits NeurIPS 2024 Global Reward to Local Rewards: Multimodal-Guided Decomposition for Improving Dialogue Agents EMNLP 2024 Goal-Conditioned On-Policy Reinforcement Learning NeurIPS 2024 Goal Conditioned Reinforcement Learning for Photo Finishing Tuning NeurIPS 2024 Graph Diffusion Policy Optimization NeurIPS 2024 GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning NeurIPS 2024 Harnessing Density Ratios for Online Reinforcement Learning ICLR 2024