“Lightweight Hybrid Deep Learning Models for Real-Time Deepfake Video Detection: A Comprehensive Survey”. Sana’a University Journal of Applied Sciences and Technology, vol. 4, no. 7, July 2026, pp. 2379-8, https://doi.org/10.59628/jast.v4i7.3069.