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Open access Sep 2026

Manipulation-equivariant evidence-state learning for multimodal fake news detection

MEEL (Manipulation-Equivariant Evidence Learning) learns typed directions of manipulation-induced evidence-state movement under a fixed-evidence setting, and learns the movement of evidence states under semantic manipulation, beyond static image-text compatibility.

Hong-Yu Jin, Ming-Shu Zhang, Wei Bin et al. · 0 citations

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