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Author

Dan Oneata

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Preprint Aug 2026

Foundation Models are Implicit Deepfake Detectors

This work uncovers a surprisingly consistent phenomenon: across multiple pretrained models, datasets, and both image and video domains, fake samples systematically produce lower-magnitude representations than their real counterparts.

Stefan Smeu, Dragos-Alexandru Boldisor, Elisabeta Oneata et al. · 0 citations

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