Against The Achilles' Heel: A Survey on Red Teaming for Generative Models

L Lin, H Mu, Z Zhai, M Wang, Y Wang, R Wang… - Journal of Artificial …, 2025 - jair.org
Generative models are rapidly gaining popularity and being integrated into everyday
applications, raising concerns over their safe use as various vulnerabilities are exposed. In …

Pg-attack: A precision-guided adversarial attack framework against vision foundation models for autonomous driving

J Fu, Z Chen, K Jiang, H Guo, S Gao… - arxiv preprint arxiv …, 2024 - arxiv.org
Vision foundation models are increasingly employed in autonomous driving systems due to
their advanced capabilities. However, these models are susceptible to adversarial attacks …

Semantic-Aligned Adversarial Evolution Triangle for High-Transferability Vision-Language Attack

X Jia, S Gao, Q Guo, K Ma, Y Huang, S Qin… - arxiv preprint arxiv …, 2024 - arxiv.org
Vision-language pre-training (VLP) models excel at interpreting both images and text but
remain vulnerable to multimodal adversarial examples (AEs). Advancing the generation of …