Zhongyu Shi

Breaking the Trade-off: Orthogonal Semantic Decoupling for Generalizable and Fair Deepfake Detection

Deepfake detection faces dual challenges in real-world deployment: cross-domain generalization and demographic fairness. Existing approaches often struggle with a trade-off between these goals. Generalization-oriented detectors can over-rely on demographic shortcuts, while fairness constraints tend