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cs.CV2026
Tricking Synthetic Image Detectors with Amortized Generative Attacks
Mohamed Awad, Khaled Elhady, Yasser Rohaim +2
Rapid advances in image synthesis have increased the need for reliable synthetic-image detectors, yet their robustness to transferable attacks remains incomplete and understudied.…
cs.CV2025
Defense That Attacks: How Robust Models Become Better Attackers
Mohamed Awad, Mahmoud Akrm, Walid Gomaa
Deep learning has achieved great success in computer vision, but remains vulnerable to adversarial attacks. Adversarial training is the leading defense designed to improve model ro…