Interpretable Deepfake Detection in Videos via Explicit Forensic Features and Temporal Modeling

Deepfake detection in videos remains challenging, as manipulated content may appear visually consistent at the frame level while exhibiting subtle temporal inconsistencies. This paper introduces an interpretable deepfake detection framework that models spatially and temporally coherent facial featur