← Learning Types
Deep Learning › Learning Types ›

Reinforcement Learning

1263 directly classified papers

Papers per year

Papers

Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning AAAI 2025
Thinking Out Loud: Do Reasoning Models Know When They’re Right? EMNLP 2025
DiffExp: Efficient Exploration in Reward Fine-tuning for Text-to-Image Diffusion Models AAAI 2025
SDGO: Self-Discrimination-Guided Optimization for Consistent Safety in Large Language Models EMNLP 2025
Deep Implicit Imitation Reinforcement Learning in Heterogeneous Action Settings AAAI 2025
Enhancing Reasoning Abilities of Small LLMs with Cognitive Alignment EMNLP 2025
Towards Efficient Collaboration via Graph Modeling in Reinforcement Learning AAAI 2025
FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning AAAI 2025
TCPO: Thought-Centric Preference Optimization for Effective Embodied Decision-making EMNLP 2025
Agentic-R1: Distilled Dual-Strategy Reasoning EMNLP 2025
Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units EMNLP 2025
OpenRLHF: A Ray-based Easy-to-use, Scalable and High-performance RLHF Framework EMNLP 2025
Cycle Consistency as Reward: Learning Image-Text Alignment without Human Preferences ICCV 2025
Teaching Models to Improve on Tape AAAI 2025
Token-Level Accept or Reject: A Micro Alignment Approach for Large Language Models IJCAI 2025
VCA: Video Curious Agent for Long Video Understanding ICCV 2025
Dense Policy: Bidirectional Autoregressive Learning of Actions ICCV 2025
Visual-RFT: Visual Reinforcement Fine-Tuning ICCV 2025
Finite Expression Method for Solving High-Dimensional Partial Differential Equations JMLR 2025
MOOSS: Mask-Enhanced Temporal Contrastive Learning for Smooth State Evolution in Visual Reinforcement Learning WACV 2025
ReinDiffuse: Crafting Physically Plausible Motions with Reinforced Diffusion Model WACV 2025
Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing ACL 2025
Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025
DiaLLMs: EHR-Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction ACL 2025
Accelerating LLM Reasoning via Early Rejection with Partial Reward Modeling EMNLP 2025