T1: Terminal Agent Reinforcement Learning for Long-Horizon Tasks Paper • 2609.11042 • Published 5 days ago • 56
UI-Mate: Advancing Open-Weight Foundation GUI Agents with In-Context Demonstrations Paper • 2608.15930 • Published 30 days ago • 47
Recursive Synthesis for Long-Horizon Terminal Tasks Collection CC BY 4.0 datasets and SFT/RL checkpoints for recursive task synthesis; base-model and third-party terms still apply. • 6 items • Updated Aug 10 • 19
Stale but Stable: Staleness-Adaptive Trust Regions for Stabilizing Asynchronous Reinforcement Learning Paper • 2607.18722 • Published Jul 21 • 37
Stale but Stable: Staleness-Adaptive Trust Regions for Stabilizing Asynchronous Reinforcement Learning Paper • 2607.18722 • Published Jul 21 • 37
Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable Paper • 2607.13285 • Published Jul 14 • 236
Long-Horizon-Terminal-Bench: Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading Paper • 2607.08964 • Published Jul 9 • 78
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published Jul 3 • 85
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 • 11
Less is Enough: Synthesizing Diverse Data in Feature Space of LLMs Paper • 2602.10388 • Published Feb 11 • 248
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
MITS: Enhanced Tree Search Reasoning for LLMs via Pointwise Mutual Information Paper • 2510.03632 • Published Oct 4, 2025 • 42
MITS: Enhanced Tree Search Reasoning for LLMs via Pointwise Mutual Information Paper • 2510.03632 • Published Oct 4, 2025 • 42 • 3