Deep RL

Towards Adaptive Mechanism Activation in Language Agent COLING 2025 Towards Automatic Sampling of User Behaviors for Sequential Recommender Systems IJCAI 2025 Towards Efficient LLM Grounding for Embodied Multi-Agent Collaboration ACL 2025 Towards General-Purpose Model-Free Reinforcement Learning ICLR 2025 Towards Improving Exploration through Sibling Augmented GFlowNets ICLR 2025 Towards Robust, Efficient, and Practical Decision-Making: From Reward-Maximizing Deep Reinforcement Learning to Reward-Matching GFlowNets AAAI 2025 Training Language Models to Critique With Multi-agent Feedback EMNLP 2025 Train-Once Plan-Anywhere Kinodynamic Motion Planning via Diffusion Trees CoRL 2025 Transformer-based Reinforcement Learning for Net Ordering in Detailed Routing IJCAI 2025 TreeRL: LLM Reinforcement Learning with On-Policy Tree Search ACL 2025 Truncated Gaussian Policy for Debiased Continuous Control AAAI 2025 Trust-Region Twisted Policy Improvement ICML 2025 ULTHO: Ultra-Lightweight yet Efficient Hyperparameter Optimization in Deep Reinforcement Learning ICCV 2025 Uncertainty and Influence aware Reward Model Refinement for Reinforcement Learning from Human Feedback ICLR 2025 Uncertainty-aware Predict-Then-Optimize Framework for Equitable Post-Disaster Power Restoration IJCAI 2025 Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning EMNLP 2025 Unhackable Temporal Reward for Scalable Video MLLMs ICLR 2025 Universal Approximation Theorem of Deep Q-Networks ICML 2025 Universal Post-Processing Networks for Joint Optimization of Modules in Task-Oriented Dialogue Systems AAAI 2025 Unlocking Smarter Device Control: Foresighted Planning with a World Model-Driven Code Execution Approach EMNLP 2025 Unsupervised Zero-Shot Reinforcement Learning via Dual-Value Forward-Backward Representation ICLR 2025 Using LLMs to improve RL policies in personalized health adaptive interventions NAACL 2025 VEHME: A Vision-Language Model For Evaluating Handwritten Mathematics Expressions EMNLP 2025 VerIF: Verification Engineering for Reinforcement Learning in Instruction Following EMNLP 2025 Vid2Sim: Realistic and Interactive Simulation from Video for Urban Navigation CVPR 2025