Defending against and generating adversarial examples together with generative adversarial networks

Abstract Although deep neural networks have achieved great success in many tasks, they encounter security threats and are often fooled by adversarial examples, which are created by making slight modifications to pixel values. To address these problems, a novel DG-GAN framework is proposed, integrati...

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Bibliographic Details
Main Authors: Ying Wang, Xiao Liao, Wei Cui, Yang Yang
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-024-83444-x
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