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| Topic | Details |
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| Topic 1 | - 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 2 | - 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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| Topic 3 | - 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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ISACA Advanced in AI Security Management (AAISM) Exam Sample Questions (Q194-Q199):
NEW QUESTION # 194
Which of the following BEST describes an adversarial attack on an AI model?
- A. Conducting denial-of-service (DoS) attacks against AI APIs
- B. Providing inputs that mislead the AI model into incorrect predictions
- C. Reverse engineering the AI model using social engineering techniques
- D. Attacking the underlying hardware of the AI system
Answer: B
Explanation:
In AAISM, an adversarial attack is defined by maliciously crafted inputs designed to cause erroneous model behavior (misclassification, targeted misprediction) while the model architecture and parameters remain unchanged.
NEW QUESTION # 195
The GREATEST security risk associated with the use of pre-trained models from public repositories is that the model may:
- A. not be compatible with commercial use.
- B. contain hidden triggers activated by specific inputs.
- C. have lower accuracy than a custom-built model.
- D. require significant maintenance resources.
Answer: B
Explanation:
Pre-trained models from public repositories may contain hidden backdoors or malicious triggers intentionally inserted during training. These triggers can activate under specific conditions and cause unauthorized or harmful behavior, making this the greatest security risk.
NEW QUESTION # 196
Which of the following is the BEST control for preventing deepfakes?
- A. Output provenance verification
- B. AI governance policies
- C. System input validation
- D. Regular AI risk assessment
Answer: A
Explanation:
Output provenance verification (e.g., robust watermarking, cryptographic signing, content credentials, and chain-of-custody attestations) is the primary preventive and detective control to combat deepfakes at scale. It enables receivers and downstream systems to verify that media originates from trusted sources and has not been tampered with. While risk assessments (Option B) and governance policies (Option C) set expectations, they do not technically prevent forged media. Input validation (Option D) does not address media authenticity once generated or received.
References:
AAISM Body of Knowledge: Content Authenticity, Watermarking, and Provenance; Trustworthy AI Outputs and Media Integrity Controls.
AAISM Study Guide: Mitigations for Synthetic Media Risks; Watermark/Signature Verification Pipelines; Content Credentials in Enterprise Controls.
NEW QUESTION # 197
Which of the following controls BEST mitigates the risk of bias in AI models?
- A. Robust access control techniques
- B. Regular data reconciliation
- C. Cryptographic hash functions
- D. Diverse data sourcing strategies
Answer: D
Explanation:
Bias in AI models primarily stems from limitations or imbalances in training data. The AAISM study materials emphasize that the most effective way to mitigate this risk is through diverse data sourcing strategies that ensure coverage across demographics, scenarios, and contexts. Access controls protect data security, not fairness. Data reconciliation ensures accuracy but does not address representational imbalance.
Cryptographic hashing preserves integrity but has no impact on bias mitigation. To reduce systemic unfairness, the critical control is sourcing diverse and representative data.
References:
AAISM Exam Content Outline - AI Technologies and Controls (Bias and Fairness Management) AI Security Management Study Guide - Data Governance and Bias Reduction Strategies
NEW QUESTION # 198
Which of the following is the MOST critical key risk indicator (KRI) for an AI system?
- A. The response time of the model
- B. The amount of data in the model
- C. The accuracy rate of the model
- D. The rate of drift in the model
Answer: D
Explanation:
AAISM highlights that while accuracy and performance metrics are important, the rate of drift is the most critical KRI for AI systems. Model drift occurs when input data or environmental conditions shift, causing the system to degrade and produce unreliable outputs. This risk indicator directly reflects whether the AI continues to function as intended over time. Accuracy rates and response times are performance metrics, not primary risk signals. The amount of data in the model does not reliably indicate exposure to risk. Therefore, the greatest KRI for ongoing assurance and governance is the rate of drift.
NEW QUESTION # 199
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