Stefan Smeu

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.