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Prototypes, Not Guesswork: Rethinking Trust in Multi‑View Classification

Pizza. The image says pizza. The text description says baklava. A human sees the contradiction immediately. A multi-view classifier may not. It may average the views, let one noisy modality dominate, or produce a confident answer from evidence that should have triggered suspicion. Very impressive, in the same way a committee can be impressive while approving the wrong invoice. ...

November 30, 2025 · 15 min · Zelina