Deepfake attack prevention using steganography GANs. - Iram Noreen; Muhammad Shahid Muneer; Saira Andleeb Gillani (PeerJ Comput. Sci., 2022)

UGAD: Universal Generative AI Detector utilizing Frequency Fingerprints. - Inzamamul Alam; Muhammad Shahid Muneer; Simon S. Woo (CIKM, 2024)

Towards Safe Synthetic Image Generation On the Web: A Multimodal Robust NSFW Defense and Million Scale Dataset. - Muhammad Shahid Muneer; Simon S. Woo (WWW (Companion Volume), 2025)