The Alpha Blending Hypothesis: Compositing Shortcut in Deepfake Detection
arXiv:2605.10334v1 Announce Type: new
Abstract: Recent deepfake detection methods demonstrate improved cross-dataset generalization, yet the underlying mechanisms remain underexplored. We introduce the Alpha Blending Hypothesis, positing that state-of…