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Google and HKU propose VeriCUA to verify computer-use agent task completion

1 article1 sourcesince Nov 2Last article 2h ago ·

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Google and the University of Hong Kong propose VeriCUA, a framework that checks whether a computer-use agent actually finished a task.

According to the paper, the agent's own claim of success does not count as proof. VeriCUA explores the app to build a requirement checklist, then runs screen or code checks, such as reading saved files, until each item is settled.

On the ScienceBoard benchmark, the paper reports a 5.4% false-positive rate for VeriCUA, compared with 24.8% for a vision-language model judge and 21.7% for a generated script verifier. The figures come from the paper as reported by Rohan Paul on X.

Written by AI from the articles below · updated Nov 2, 10:01 PM ET

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Nov 2
  1. Rohan PaulX
    Google and HKU's VeriCUA verifies computer-use agents by checking saved state

    AIA Google and University of Hong Kong paper, VeriCUA, argues that a computer-use agent's own claim of task completion should not count as proof. The framework explores the app to build a requirement checklist, then checks GUI or code evidence such as saved files and app data. On ScienceBoard it reports a 5.4% false-positive rate, against 24.8% for a VLM judge and 21.7% for a generated script verifier.

    Image from @rohanpaul_ai's post

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