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Reinforcement Learning

1263 directly classified papers

Papers per year

Papers

Agentic-R1: Distilled Dual-Strategy Reasoning EMNLP 2025
Marco Large Translation Model at WMT2025: Transforming Translation Capability in LLMs via Quality-Aware Training and Decoding EMNLP 2025
NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning EMNLP 2025
Alignment with Fill-In-the-Middle for Enhancing Code Generation EMNLP 2025
Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units EMNLP 2025
CoAT: Chain-of-Associated-Thoughts Framework for Enhancing Large Language Models Reasoning EMNLP 2025
Can GRPO Boost Complex Multimodal Table Understanding? EMNLP 2025
OpenRLHF: A Ray-based Easy-to-use, Scalable and High-performance RLHF Framework EMNLP 2025
VQ-VLA: Improving Vision-Language-Action Models via Scaling Vector-Quantized Action Tokenizers ICCV 2025
RadQA-DPO: A Radiology Question Answering System with Encoder-Decoder Models Enhanced by Direct Preference Optimization ACL 2025
Guaranteeing Out-Of-Distribution Detection in Deep RL via Transition Estimation AAAI 2025
When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning EMNLP 2025
World Models with Hints of Large Language Models for Goal Achieving NAACL 2025
ReNeg: Learning Negative Embedding with Reward Guidance CVPR 2025
When2Call: When (not) to Call Tools NAACL 2025
Scenario Dreamer: Vectorized Latent Diffusion for Generating Driving Simulation Environments CVPR 2025
MetaAlign: Align Large Language Models with Diverse Preferences during Inference Time NAACL 2025
Cycle Consistency as Reward: Learning Image-Text Alignment without Human Preferences ICCV 2025
A Practical Analysis of Human Alignment with *PO NAACL 2025
CityWalker: Learning Embodied Urban Navigation from Web-Scale Videos CVPR 2025
Understanding Reference Policies in Direct Preference Optimization NAACL 2025
Visual-RFT: Visual Reinforcement Fine-Tuning ICCV 2025
Do LLMs Need Inherent Reasoning Before Reinforcement Learning? A Study in Korean Self-Correction AACL 2025
RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data AAAI 2025
MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming ACL 2025