Forgery-aware Layer Masking and Multi-Artifact Subspace Decomposition for Generalizable Deepfake Detection
arXiv:2601.01041v2 Announce Type: replace
Abstract: Deepfake detection remains highly challenging, particularly in cross-dataset scenarios and complex real-world settings. This challenge mainly arises because artifact patterns vary substantially acros…