RULER: Instance-aware Rubric Rewards for SVG Generation Paper • 2609.25270 • Published 6 days ago • 86
RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use Agents Paper • 2609.22000 • Published 9 days ago • 77
CodeMidas: Scaling Agentic Coding RL Environments from Code Itself Paper • 2609.22068 • Published 9 days ago • 132
Confidence Comes from Experience: Experiential Confidence Estimation from Reasoning to Agents Paper • 2609.17708 • Published 12 days ago • 73
SAS: Simple Attention Sparsification via End-to-End Optimization of Context Ranking Paper • 2609.13141 • Published 16 days ago • 65
SAS: Simple Attention Sparsification via End-to-End Optimization of Context Ranking Paper • 2609.13141 • Published 16 days ago • 65
T1: Terminal Agent Reinforcement Learning for Long-Horizon Tasks Paper • 2609.11042 • Published 17 days ago • 63
PARSER: Read in Parallel, Reason in Depth for Long-Context LLM Agents Paper • 2609.06702 • Published 21 days ago • 26
OSReward: Instituting Standardized Evaluation for Cross-Platform Computer-Use Reward Models Paper • 2607.28609 • Published Jul 30 • 75
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling Paper • 2607.02980 • Published Jul 3 • 85
SWE-Lego: Pushing the Limits of Supervised Fine-tuning for Software Issue Resolving Paper • 2601.01426 • Published Jan 4 • 25
From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning Paper • 2606.17682 • Published Jun 16 • 26