Usman Ali, Muhammad Rizwan Shoukat, Mahjbeen Rajput, Saeed Ali Omar Bahaj, Muhammad I. Khan, Tariq Mahmood. "VerbaFake, EchoFake, and PixelFake: lightweight architectures with advanced augmentation for unimodal deepfake detection." Scientific Reports, 2026. doi:10.1038/s41598-026-56292-0