StateM: Reaching 95.3% Raw Accuracy, or a \$15 Frontier Run, on Terminal-Bench 2.1 via Harness Scaling Paper • 2608.15089 • Published Aug 15 • 451
VideoSeeker: Incentivizing Instance-level Video Understanding via Native Agentic Tool Invocation Paper • 2605.16079 • Published May 15 • 28
ClawGUI: A Unified Framework for Training, Evaluating, and Deploying GUI Agents Paper • 2604.11784 • Published Apr 13 • 143
The Invisible Leash: Why RLVR May Not Escape Its Origin Paper • 2507.14843 • Published Jul 20, 2025 • 85
MiroMind-M1: An Open-Source Advancement in Mathematical Reasoning via Context-Aware Multi-Stage Policy Optimization Paper • 2507.14683 • Published Jul 19, 2025 • 137
GUI-G^2: Gaussian Reward Modeling for GUI Grounding Paper • 2507.15846 • Published Jul 21, 2025 • 135