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PolyU
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GUI agents struggle in dynamic environments because they only see static screenshots, but DynamicUI's video-based approach with frame selection and action-conditioned refinement leaps ahead.
Existing GUI agents can parrot actions, but AutoGUI-v2 reveals they still lack a deep understanding of GUI functionality and struggle to predict the outcomes of even simple interactions.
