“Lightweight Hybrid Deep Learning Models for Real-Time Deepfake Video Detection: A Comprehensive Survey” (2026) Sana’a University Journal of Applied Sciences and Technology, 4(7), pp. 2379–2389. doi:10.59628/jast.v4i7.3069.