As firm as their foundations: can open-sourced foundation models be used to create adversarial examples for downstream tasks?

As firm as their foundations: can open-sourced foundation models be used to create adversarial examples for downstream tasks?

Foundation models pre-trained on web-scale vision-language data, such as CLIP, are widely used as cornerstones of powerful machine learning systems. While pre-training offers clear advantages for downstream learning, it also endows downstream models with shared adversarial vulnerabilities that can b...

书目详细资料
Main Authors:	Hu, A, Gu, J, Pinto, F, Kamnitsas, K, Torr, P
格式:	Internet publication
语言:	English
出版:	2024

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