Long-Horizon-Terminal-Bench: Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading Paper • 2607.08964 • Published 5 days ago • 59
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published 11 days ago • 73
Online Skill Learning for Web Agents via State-Grounded Dynamic Retrieval Paper • 2606.04391 • Published Jun 3 • 11
TRON: Targeted Rule-Verifiable Online Environments for Visual Reasoning RL Paper • 2606.01599 • Published Jun 1 • 17
Learning to Build the Environment: Self-Evolving Reasoning RL via Verifiable Environment Synthesis Paper • 2605.14392 • Published May 14 • 10
Less is Enough: Synthesizing Diverse Data in Feature Space of LLMs Paper • 2602.10388 • Published Feb 11 • 246
Guided Self-Evolving LLMs with Minimal Human Supervision Paper • 2512.02472 • Published Dec 2, 2025 • 55
MITS: Enhanced Tree Search Reasoning for LLMs via Pointwise Mutual Information Paper • 2510.03632 • Published Oct 4, 2025 • 42
Self-Rewarding Vision-Language Model via Reasoning Decomposition Paper • 2508.19652 • Published Aug 27, 2025 • 85
MobileGUI-RL: Advancing Mobile GUI Agent through Reinforcement Learning in Online Environment Paper • 2507.05720 • Published Jul 8, 2025 • 2
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning Paper • 2505.16421 • Published May 22, 2025 • 19
Enhancing Cognition and Explainability of Multimodal Foundation Models with Self-Synthesized Data Paper • 2502.14044 • Published Feb 19, 2025 • 8
SearchRAG: Can Search Engines Be Helpful for LLM-based Medical Question Answering? Paper • 2502.13233 • Published Feb 18, 2025 • 15