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AAISM AI Technologies And Controls Practice Question

You are using the Adversarial Robustness Toolbox (ART) to assess a classifier. Which attack technique would you simulate to test the model's vulnerability to 'Evasion' attacks?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Fast Gradient Sign Method (FGSM)

The Fast Gradient Sign Method (FGSM) is a classic white-box attack technique used to test evasion vulnerability by introducing imperceptible noise.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Fast Gradient Sign Method (FGSM)

    Why this is correct

    FGSM is a standard evasion attack technique for testing classifier robustness.

  • Membership Inference

    Why it's wrong here

    Membership inference checks if data was used in training.

  • Model Inversion

    Why it's wrong here

    Model inversion is for data extraction, not evasion.

  • Data Poisoning via label flipping

    Why it's wrong here

    This is a training-time attack, not an evasion attack.

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JA

Written and reviewed by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

Last reviewed August 2026 · checked against the official ISACA exam blueprint

This AAISM practice question is part of Courseiva's free ISACA certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AAISM exam.