Yuxiang Xu

BPL: Generalizable Deepfake Detection via Bias-only Pair-aware Learning

The detection of synthetic images has traditionally been framed as a binary classification problem. However, we argue that this formulation overlooks a fundamental structural property of generative datasets: synthetic images are not independent samples, but are implicitly paired with real images sha…