Author

Lifeng Huang

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Aug 2026

TD-CAG: Enhancing adversarial transferability via curvature awareness and spatial dislocation.

Transfer-Dislocation and Curvature-Aware Gradient (TD-CAG), a new adversarial attack framework comprising two complementary modules: a curvature-aware gradient (CAG) module for modeling local nonlinearity, and a translation-dislocation (TD) module for modeling saliency misalignment.

Hailing Kuang, Chen Wan, Xiaohai Lu et al. · Neural Networks · 0 citations

2026

Rethinking Fake Adversarial Examples for Single-Step Adversarial Training

Adversarial training (AT) is a widely adopted defense against adversarial attacks, but its multi-step optimization process for generating adversarial examples leads to substantial computational overhead. To mitigate this, various single-step adversarial training methods have been proposed. However, these models often s...

Lifeng Huang, Yuquan Lin, Chen Wan et al. · IEEE Transactions on Informa... · 0 citations