S^3 extracts dominant shortcut directions from a linear forgery-method classifier using SVD and attenuates them in feature space to improve cross-method generalization in deepfake detection.
InAdvances in Neural Information Processing Systems, A
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Suppressing Forgery-Specific Shortcuts for Generalizable Deepfake Detection
S^3 extracts dominant shortcut directions from a linear forgery-method classifier using SVD and attenuates them in feature space to improve cross-method generalization in deepfake detection.