Methods
8,258 papers (12 classified directly here)
Subtopics · a paper can sit in several, so these overlap
Papers per year
6
1
2
2
16
21
24
16
31
36
44
47
44
37
63
171
350
606
801
920
974
1,144
1,380
1,203
319
'5
'10
'15
'20
'25
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