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UNIVID cuts violation leakage by 42.7% while consolidating over 1,000 classifiers into a single, interpretable model for video moderation.
VLA models struggle not with *what* they see, but with *how* they see it: FocusVLA reveals that directing attention to task-relevant visual regions unlocks significant performance gains in robotic manipulation.
