LGAP generates captions from images to guide diffusion-based purification, outperforming other adversarial defenses without specialized training.
For a clean sample x with label y, and a target neural network fθ, the adversary aims to produce xadv by introducing adversarial perturbations
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2023 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Language Guided Adversarial Purification
LGAP generates captions from images to guide diffusion-based purification, outperforming other adversarial defenses without specialized training.