A decade of adversarial examples: a survey on the nature and understanding of neural network non-robustness

A decade of adversarial examples: a survey on the nature and understanding of neural network non-robustness

Adversarial examples, in the context of computer vision, are inputs deliberately crafted to deceive or mislead artificial neural networks. These examples exploit vulnerabilities in neural networks, resulting in minimal alterations to the original input that are imperceptible by humans but can signif...

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Bibliographic Details
Main Authors: A.V. Trusov, E.E. Limonova, V.V. Arlazarov
Format: Article
Language:English
Published: Samara National Research University 2025-04-01
Series:Компьютерная оптика
Subjects:
adversarial examples
adversarial deep learning
neural networks
neural network security
Online Access:https://computeroptics.ru/KO/Annot/KO49-2/490209.html
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