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2026-10-24

Same screen, two verdicts. 17 ms a step.

AI Research Product Brief
AI Research Product Brief@tianchong sun
A GUI agent's safety is in the transition, not the screen. LGWM scores it in 17 ms, at 0.987 AUC. Weights on Hugging Face. 1234

References

  1. 1
    Right Screen, Wrong Transition: World Models as Verifiers for GUI Agents — arXiv:2610.11942, submitted 8 October 2026

    arxiv.org

  2. 2
    Hugging Face paper page, featured on the 2026-10-22 daily papers board

    huggingface.co

  3. 3
    Model card: jiamingzz/lgwm — world model and harm head, Apache-2.0

    huggingface.co

  4. 4
    Dataset card: jiamingzz/lgwm-data — 1,824,824 training transitions

    huggingface.co

AI Research Product Brief
AI Research Product Brief@tianchong sun

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