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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 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 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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AAISM Exam Dumps, AAISM Actual Questions
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ISACA Advanced in AI Security Management (AAISM) Exam Sample Questions (Q280-Q285):
NEW QUESTION # 280
An organization uses an AI tool to scan social media for product reviews. Fraudulent social media accounts begin posting negative reviews attacking the organization's product. Which type of AI attack is MOST likely to have occurred?
- A. Deepfake
- B. Availability attack
- C. Model inversion
- D. Data poisoning
Answer: B
Explanation:
The AAISM materials classify availability attacks as attempts to disrupt or degrade the functioning of an AI system so that its outputs become unreliable or unusable. In this scenario, the fraudulent social media accounts are deliberately overwhelming the AI tool with misleading negative reviews, undermining its ability to deliver accurate sentiment analysis. This aligns directly with the concept of an availability attack. Model inversion relates to reconstructing training data from outputs, deepfakes involve synthetic content generation, and data poisoning corrupts the training set rather than manipulating inputs at runtime. Therefore, the fraudulent review campaign is most accurately identified as an availability attack.
NEW QUESTION # 281
When addressing privacy concerns related to AI, what is the GREATEST significance of user consent?
- A. It enables deletion/modification of personal data
- B. It allows the organization to process user data in the AI system
- C. It helps detect bias and ensure fairness
- D. It prevents unauthorized access to data
Answer: B
Explanation:
AAISM clarifies that the primary regulatory purpose of user consent is to provide lawful authorization for processing personal data, including use in AI models.
Consent does not directly prevent unauthorized access (A). Deletion rights (B) relate to data subject rights but are not the purpose of consent. Bias detection (D) is unrelated.
References: AAISM Study Guide - AI Privacy and Legal Basis for Processing Data.
NEW QUESTION # 282
Which of the following BEST describes an adversarial attack on an AI model?
- A. Reverse engineering the AI model using social engineering techniques
- B. Providing inputs that mislead the AI model into incorrect predictions
- C. Attacking the underlying hardware of the AI system
- D. Conducting denial-of-service (DoS) attacks against AI APIs
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. Hardware compromise (A) and DoS (D) are system-level attacks, not adversarial ML per se. Social engineering to obtain model information (C) is an information-gathering or security breach vector, distinct from input-space adversarial manipulation.
References:AI Security Management (AAISM) Body of Knowledge: Taxonomy of AI Threats- Adversarial Examples and Evasion; Distinction from System/Network Attacks.AAISM Study Guide:
Definitions and Threat Models in Adversarial ML; Attack-Defense Mapping for Model Predictions.
NEW QUESTION # 283
During training, the PRIMARY security benefit of using synthetic data derived from real records is:
- A. lowered re-identification risk.
- B. reduced inference latency.
- C. faster convergence.
- D. higher processing efficiencies.
Answer: A
Explanation:
Synthetic data derived from real records helps reduce the risk that individuals can be directly identified from training datasets. This lowers re-identification risk while still enabling AI models to learn useful patterns from representative data.
NEW QUESTION # 284
An information security manager suspects a model inversion attack is in progress after detecting high volumes of queries with unusually specific and structured inputs being sent to an image generation AI. The results are similar to images from the proprietary training dataset. Which of the following is the MOST effective long-term remediation?
- A. Restrict the source domain of the attacker.
- B. Block queries that contain known model patterns.
- C. Reduce the level of detail in the model's output parameters.
- D. Delete the specific training examples accessed by the attacker.
Answer: C
Explanation:
Model inversion attacks exploit detailed outputs to reconstruct sensitive training data. Reducing the level of detail in outputs limits the information exposed to attackers, making it significantly harder to infer or recreate underlying data while providing a sustainable, long-term mitigation.
NEW QUESTION # 285
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