2026
Veritas: Generalizable Deepfake Detection via Pattern-Aware Reasoning
ICLR 2026oral
Deepfake detection remains a formidable challenge due to the evolving nature of fake content in real-world scenarios. However, existing benchmarks suffer from severe discrepancies from industrial practice, typically featuring homogeneous training sources and low-quality testing images, which hinder…