Reverse Engineering of Deceptions on Machine- and Human-Centric Attacks (Foundations and Trends® in Privacy and Security) - Softcover

Yao, Yuguang; Asnani, Vishal; Liu, Jiancheng

 
9781638283409: Reverse Engineering of Deceptions on Machine- and Human-Centric Attacks (Foundations and Trends® in Privacy and Security)
Softcover
ISBN 10: 1638283400 ISBN 13: 9781638283409
Verlag: Now Publishers Inc, 2024

Inhaltsangabe

This monograph presents a comprehensive exploration of Reverse Engineering of Deceptions (RED) in the field of adversarial machine learning. It delves into the intricacies of machine and human-centric attacks, providing a holistic understanding of how adversarial strategies can be reverse-engineered to safeguard AI systems.

 

For machine-centric attacks, reverse engineering methods for pixel-level perturbations are covered, as well as adversarial saliency maps and victim model information in adversarial examples. In the realm of human-centric attacks, the focus shifts to generative model information inference and manipulation localization from generated images.

 

In this work, a forward-looking perspective on the challenges and opportunities associated with RED are presented. In addition, foundational and practical insights in the realms of AI security and trustworthy computer vision are provided.

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Verlag
Now Publishers Inc
Erscheinungsdatum
2024
Sprache
Englisch
ISBN 10 
1638283400
ISBN 13 
9781638283409
Einband
Tapa blanda
Anzahl der Seiten
112
Kontakt zum Hersteller
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Verantwortliche Person
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