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Methods

8,258 papers (12 classified directly here)

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Papers (including subtopics)

Towards Improving Exploration through Sibling Augmented GFlowNets ICLR 2025 Towards Medical Complex Reasoning with LLMs through Medical Verifiable Problems ACL 2025 Towards Robust, Efficient, and Practical Decision-Making: From Reward-Maximizing Deep Reinforcement Learning to Reward-Matching GFlowNets AAAI 2025 Towards Theoretical Understanding of Sequential Decision Making with Preference Feedback ICML 2025 TraceVLA: Visual Trace Prompting Enhances Spatial-Temporal Awareness for Generalist Robotic Policies ICLR 2025 Tracking The Best Expert Privately ICML 2025 Tractable Multi-Agent Reinforcement Learning through Behavioral Economics ICLR 2025 Training a Generally Curious Agent ICML 2025 Training Language Models to Critique With Multi-agent Feedback EMNLP 2025 Train-Once Plan-Anywhere Kinodynamic Motion Planning via Diffusion Trees CoRL 2025 Trajectory World Models for Heterogeneous Environments ICML 2025 Transfer Q-Learning with Composite MDP Structures ICML 2025 Transformer-based Reinforcement Learning for Net Ordering in Detailed Routing IJCAI 2025 TreeRL: LLM Reinforcement Learning with On-Policy Tree Search ACL 2025 T-REG: Preference Optimization with Token-Level Reward Regularization ACL 2025 Truncated Gaussian Policy for Debiased Continuous Control AAAI 2025 Trust-Region Twisted Policy Improvement ICML 2025 Two-Stage Feature Generation with Transformer and Reinforcement Learning IJCAI 2025 UACOF: A USV-AUV Collaboration Framework for Underwater Tasks Under Extreme Sea Conditions (Student Abstract) AAAI 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 Latent Safety Filters for Avoiding Out-of-Distribution Failures CoRL 2025 Uncertainty-aware Predict-Then-Optimize Framework for Equitable Post-Disaster Power Restoration IJCAI 2025 Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning AAAI 2025 Unearthing Gems from Stones: Policy Optimization with Negative Sample Augmentation for LLM Reasoning EMNLP 2025