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cs.CV2026
Season: Spectrum-Aware Orthogonal Gradient Refinement for Transfer-Based Adversarial Attacks
Tianyi Wang, Zhenghao Gao, Shengjie Xu
Transfer-based adversarial attacks often transfer poorly across heterogeneous architectures because CNNs favor local textures while Vision Transformers (ViTs) rely on global shapes…
cs.CV2024
Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation
Zhenghao Gao, Shengjie Xu, Meixi Chen +1
Contemporary adversarial attack methods face significant limitations in cross-model transferability and practical applicability. We present Watertox, an elegant adversarial attack…