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cs.AI2026
How Benchmarks Mis-Score Computer-Use Agents
Zihan Dong, Zhiyuan Ma, Zekun Wang +5
Computer-use agents (CUA) are being deployed to browse the web and operate desktop software, yet their benchmark scores are still commonly produced by brittle scripted oracles. A s…
cs.AI2025
Towards General Computer Control with Hierarchical Agents and Multi-Level Action Spaces
Zihan Dong, Xinyu Fan, Zixiang Tang +1
Controlling desktop applications via software remains a fundamental yet under-served problem. Existing multi-modal large language models (MLLMs) ingest screenshots and task instruc…