StateAct: Program State, before Pixels, for Long-Horizon Computer-Use Agents Paper • 2607.22798 • Published Jul 24 • 63
SWE-Universe: Scale Real-World Verifiable Environments to Millions Paper • 2602.02361 • Published Feb 2 • 61 • 3
AlphaQuanter: An End-to-End Tool-Orchestrated Agentic Reinforcement Learning Framework for Stock Trading Paper • 2510.14264 • Published Oct 16, 2025 • 10