OS-Themis: A Scalable Critic Framework for Generalist GUI Rewards

By: Zehao Li, Zhenyu Wu, Yibo Zhao, Bowen Yang, Jingjing Xie, Zhaoyang Liu, Zhoumianze Liu, Kaiming Jin, Jianze Liang, Zonglin Li, Feng Wu, Bowen Zhou, Zun Wang, Zichen Ding

Published: 2026-03-20

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Abstract

This paper introduces a scalable critic framework designed to enhance generalist AI agents' ability to effectively learn and operate within Graphical User Interfaces, offering significant potential for automation and improved human-AI interaction in various real-world applications.

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