Author

Peng Pei

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#machine learning Preprint Jul 2026

EvoCUA-1.5: Online Reinforcement Learning for Multi-turn Computer-Use Agents

EvoCUA-1.5 extends self-evolving computer-use agents from offline experience learning to online reinforcement learning, where policies interact with executable sandbox environments and improve from verifiable task outcomes and provides a practical framework for scaling online RL in multi-turn computer-use agents.

Mianqiu Huang, Taofeng Xue, Chong Peng et al. · 1 citation