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| Topic | Details |
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| Topic 1 | - AI Governance and Program Management: This section of the exam measures the abilities of AI Security Governance Professionals and focuses on advising stakeholders in implementing AI security through governance frameworks, policy creation, data lifecycle management, program development, and incident response protocols.
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| Topic 2 | - AI Risk Management: This section of the exam measures the skills of AI Risk Managers and covers assessing enterprise threats, vulnerabilities, and supply chain risk associated with AI adoption, including risk treatment plans and vendor oversight.
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| Topic 3 | - AI Technologies and Controls: This section of the exam measures the expertise of AI Security Architects and assesses knowledge in designing secure AI architecture and controls. It addresses privacy, ethical, and trust concerns, data management controls, monitoring mechanisms, and security control implementation tailored to AI systems.
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ISACA Advanced in AI Security Management (AAISM) Exam Sample Questions (Q351-Q356):
NEW QUESTION # 351
Which of the following is the MOST effective strategy for penetration testers assessing the security of an AI model against membership inference attacks?
- A. Generating synthetic data to replace the training data
- B. Analyzing AI model confidence scores to indicate training data
- C. Disabling AI model logging to reduce noise during testing
- D. Measuring AI model accuracy on the test set
Answer: B
Explanation:
AAISM identifies confidence-score analysis as a principal technique for evaluating exposure to membership inference: models often yield measurably higher confidence for points seen during training. Testers compare output probabilities/entropies for known in-training vs. out-of-training samples to assess leakage.
NEW QUESTION # 352
Which of the following should be the PRIMARY objective of implementing differential privacy techniques in AI models leveraging fraud detection systems?
- A. Enhancing the accuracy of predictions to desired levels
- B. Reducing computational resources required for the model training phase
- C. Increasing model training speed for an efficient launch
- D. Protecting individual data contributions while allowing statistical analysis
Answer: D
Explanation:
Differential privacy aims to protect the privacy of any single individual's data contribution while still enabling useful aggregate learning and statistical analysis. Noise mechanisms are calibrated so that results remain informative for modeling (e.g., fraud patterns) without revealing whether any particular person's data was included or enabling inference about them. Accuracy, speed, and compute efficiency can be secondary considerations, but the primary objective is privacy protection with utility preserved.
NEW QUESTION # 353
Which strategy BEST ensures generative AI tools do not expose company data?
- A. Implementing a solution prohibiting input of sensitive data
- B. Conducting an independent AI data audit
- C. Ensuring AI tools comply with local regulations
- D. Testing AI tools before implementation
Answer: A
Explanation:
AAISM identifies the strongest immediate control for preventing data leakage into generative AI systems as technically restricting or blocking user entry of sensitive data.
NEW QUESTION # 354
Which of the following would BEST help to prevent the compromise of a facial recognition AI system through the use of alterations in facial appearance?
- A. Monitoring the system for misuse cases
- B. Implementing a secondary AI system to confirm images
- C. Enhancing training data to increase variance
- D. Fine-tuning the AI model to decrease hallucinations
Answer: C
Explanation:
AAISM materials note that adversaries may attempt to bypass facial recognition by disguising or altering appearance. The most effective mitigation is to enhance training data with a wide range of variances in facial features, lighting, and disguises so the system can robustly detect authentic users despite adversarial attempts. Monitoring and secondary confirmation are supportive controls but are reactive. Fine-tuning to reduce hallucinations is irrelevant in this context, as hallucinations apply more to generative AI. The best preventive measure is strengthening the model with diverse, variance-rich training data.
NEW QUESTION # 355
An attacker is able to exploit the intended behavior of an AI system using a specific input or classes of inputs. Which type of attack is this an example of?
- A. Evasion attack
- B. Model exfiltration
- C. Model inversion
- D. Poisoning attack
Answer: A
Explanation:
An evasion attack occurs when an attacker crafts specific inputs designed to exploit the AI system during operation, causing the model to produce incorrect or unintended behavior while still functioning within its deployed environment.
NEW QUESTION # 356
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