Adversarial Machine Learning Concepts
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Questions and Answers

Which of the following best describes the primary goal of adversarial machine learning?

  • To create datasets that are free from biases and vulnerabilities.
  • To improve the robustness of machine learning models against malicious attacks. (correct)
  • To enhance the accuracy of machine learning models by training on adversarial examples.
  • To develop new machine learning algorithms that are inherently secure.
  • Suppose a self-driving car's object detection system is fooled by an adversarial patch on a stop sign. Which security property is primarily violated in this scenario?

  • Confidentiality
  • Authenticity
  • Availability
  • Integrity (correct)
  • A researcher is evaluating the robustness of a facial recognition system against adversarial attacks. What evaluation metric would be most appropriate to use?

  • Accuracy on a balanced dataset.
  • Adversarial success rate. (correct)
  • Accuracy on clean (unperturbed) data.
  • Inference time.
  • Which type of adversarial attack involves manipulating the input data in a way that is imperceptible to humans but causes a machine learning model to make incorrect predictions?

    <p>Evasion attack (B)</p> Signup and view all the answers

    During a poisoning attack, what is the attacker's primary goal?

    <p>Compromise the integrity or availability of the training data, thereby degrading the model's overall performance. (A)</p> Signup and view all the answers

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    Study Notes

    GATE Solution in Mining Engineering

    • The book contains solved questions from GATE examinations in Mining Engineering, spanning from 2007 to 2015.
    • It's authored by RUPESH KUMAR SAHU and published by LOVELY PRAKASHAN, DHANBAD.

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    Description

    Test your knowledge of adversarial machine learning. Questions cover attack types (poisoning, imperceptible manipulations), security property violations, and evaluation metrics for robustness. Explore the goals and methods of fooling machine learning models.

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