Research

*Equal contributions

VideoAgentTrek: Computer Use Pretraining from Unlabeled Videos

Dunjie Lu*, Yiheng Xu*, Junli Wang*, Haoyuan Wu, Xinyuan Wang, Zekun Wang, Junlin Yang, Hongjin Su, Jixuan Chen, Junda Chen, Yuchen Mao, Jingren Zhou, Junyang Lin, Binyuan Hui, Tao Yu
ICLR 2026
Summary

VideoAgentTrek mines screen-recorded internet videos into labeled computer-use actions through inverse dynamics, creating web-scale supervision that improves agent pretraining without manual trajectory annotation.

Computer Agent Arena: Toward Human-Centric Evaluation and Analysis of Computer-Use Agents

Bowen Wang, Xinyuan Wang, Jiaqi Deng, Tianbao Xie, Ryan Li, Yanzhe Zhang, Junli Wang, Dunjie Lu, Zicheng Gong, Gavin Li, Toh Jing Hua, Wei-Lin Chiang, Ion Stoica, Diyi Yang, Yu Su, Yi Zhang, Zhiguo Wang, Victor Zhong, Tao Yu
ICLR 2026
Summary

Computer Agent Arena is an open-source platform for head-to-head CUA evaluation and a dynamic methodology that converts human preferences into structured feedback in realistic environments.

Introducing OSWorld-Verified

OSWorld Team
Summary

OSWorld-Verified upgrades OSWorld with repaired tasks, more robust infrastructure, and public verified evaluation to provide more reliable signals for computer-use agent benchmarking.

OpenCUA: Open Foundations for Computer-Use Agents

Xinyuan Wang*, Bowen Wang*, Dunjie Lu*, Junlin Yang*, Tianbao Xie*, Junli Wang* et al.
NeurIPS 2025
Summary

OpenCUA releases an open framework for computer-use agents, including demonstration-capture infrastructure, AgentNet data, reasoning-augmented training pipelines, and competitive open-source CUA models.

Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction

Yiheng Xu*, Zekun Wang*, Junli Wang*, Dunjie Lu, Tianbao Xie, Amrita Saha, Doyen Sahoo, Tao Yu, Caiming Xiong
ICML 2025
Summary

Aguvis builds a unified vision-based GUI agent that operates directly on screenshots with a standardized action space and structured reasoning, achieving strong cross-platform autonomous computer-use performance.