Deep RL

Efficient Off-Policy Learning for High-Dimensional Action Spaces ICLR 2025 Efficient Online Reinforcement Learning Fine-Tuning Need Not Retain Offline Data ICLR 2025 Efficient Reinforcement Learning in Probabilistic Reward Machines AAAI 2025 Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder AAAI 2025 Efficient Residual Learning with Mixture-of-Experts for Universal Dexterous Grasping ICLR 2025 Efficient Skill Discovery via Regret-Aware Optimization ICML 2025 EFormer: An Effective Edge-based Transformer for Vehicle Routing Problems IJCAI 2025 Embodied Navigation with Auxiliary Task of Action Description Prediction ICCV 2025 EMO-RL: Emotion-Rule-Based Reinforcement Learning Enhanced Audio-Language Model for Generalized Speech Emotion Recognition EMNLP 2025 Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning EMNLP 2025 EndoVLA: Dual-Phase Vision-Language-Action for Precise Autonomous Tracking in Endoscopy CoRL 2025 End-to-End Learning Framework for Solving Non-Markovian Optimal Control ICML 2025 Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025 Enhancing multi-modal Relation Extraction with Reinforcement Learning Guided Graph Diffusion Framework COLING 2025 Enhancing Online Reinforcement Learning with Meta-Learned Objective from Offline Data AAAI 2025 Enhancing Portfolio Optimization via Heuristic-Guided Inverse Reinforcement Learning with Multi-Objective Reward and Graph-based Policy Learning IJCAI 2025 Enhancing Rating-Based Reinforcement Learning to Effectively Leverage Feedback from Large Vision-Language Models ICML 2025 Enhancing RLHF with Human Gaze Modeling EMNLP 2025 Ensuring Force Safety in Vision-Guided Robotic Manipulation via Implicit Tactile Calibration CoRL 2025 Episodic Novelty Through Temporal Distance ICLR 2025 Epistemic Bellman Operators AAAI 2025 EPO: Explicit Policy Optimization for Strategic Reasoning in LLMs via Reinforcement Learning ACL 2025 EQA-RM: A Generative Embodied Reward Model with Test-time Scaling EMNLP 2025 eQMARL: Entangled Quantum Multi-Agent Reinforcement Learning for Distributed Cooperation over Quantum Channels ICLR 2025 ERCI: An Explainable Experience Replay Approach with Causal Inference for Deep Reinforcement Learning AAAI 2025