From the 1 of 2 papers with an AI index.
3 citations
2 papers
cs.CV2026
On Success and Simplicity: A Second Look at Transferable Vision-Language Attack Pipeline
Yuchen Ren, Zhengyu Zhao, Chenhao Lin +2
The paper introduces SimVLA, a simplified vision‑language adversarial attack pipeline that improves transferability and computational efficiency compared to existing complex method…
cs.CV2026★ 3 cited
MAPE: Defending Against Transferable Adversarial Attacks Using Multi-Source Adversarial Perturbations Elimination
Xinlei Liu, Jichao Xie, Tao Hu +4
Neural networks are vulnerable to meticulously crafted adversarial examples, leading to high-confidence misclassifications in image classification tasks. Due to their consistency w…