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Yu-Cheng Mao

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Preprint Oct 2026

Supervising the Visible State: Separating Representation from View Selection in Streaming Video

An action seen once and the same action seen three times receive the same action-recognition label, so that supervision does not require a model to count. Answers shared across histories that differ in event order, accumulation, or relations leave those distinctions unconstrained; we call this state under-specification...

Yihao Hu, Pan Wang, Yi-Tong Lin et al. · 0 citations

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