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Presentation

Adversarial Machine Learning: A Taxonomy and Terminology of Attacks and Mitigations

May 14, 2025

Apostol Vassilev

This presentation is a primer about the landscape of Adversarial Machine Learning (AML) including common types of AML attacks and appropriate mitigations. AML risk occurs because of "deliberate actions by motivated adversaries." This is one of two types of risks associated with using AI/ML models. The other is inherent risk (e.g., modeling errors, implementation flaws) and not covered in this presentation.

Adversarial Machine Learning (PDF)

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See: Cybersecurity Supply Chain Risk Management

Adversarial Machine Learning: A Taxonomy and Terminology of Attacks and Mitigations

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