AAISM AI Technologies And Controls Practice Question
Which TWO techniques are effective for detecting and mitigating 'Model Inversion' attacks where an adversary attempts to reconstruct training data from model outputs?
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
✓
Rate limiting and monitoring query frequency
Model inversion is mitigated by reducing the information content of model outputs and limiting query volume.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Rate limiting and monitoring query frequency
Why this is correct
Prevents attackers from gathering sufficient output samples.
- ✗
Disabling all model API documentation
Why it's wrong here
Obscurity is not a valid security control.
- ✗
Increasing the precision of model output scores
Why it's wrong here
Higher precision makes it easier to reconstruct sensitive data.
- ✓
Implementing differential privacy during training
Why this is correct
Adds noise to the learning process, limiting information leakage.
- ✗
Using larger batch sizes during inference
Why it's wrong here
Batch size does not mitigate inversion risk.
About these practice questions
This AAISM question is part of Courseiva's 205-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →
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.