Adversarial Training for Mitigating Insider-Driven XAI-Based Backdoor Attacks

Adversarial Training for Mitigating Insider-Driven XAI-Based Backdoor Attacks

The study investigates how adversarial training techniques can be used to introduce backdoors into deep learning models by an insider with privileged access to training data. The research demonstrates an insider-driven poison-label backdoor approach in which triggers are introduced into the training...

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Bibliographic Details
Main Authors: R. G. Gayathri, Atul Sajjanhar, Yong Xiang
Format: Article
Language:English
Published: MDPI AG 2025-05-01
Series:Future Internet
Subjects:
adversarial training
backdoor attacks
data poisoning
insider threat
generative models
explainable AI
Online Access:https://www.mdpi.com/1999-5903/17/5/209
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https://www.mdpi.com/1999-5903/17/5/209

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