Explain the negative impacts of artificial intelligence systems on society : PGD Attack Practical Configuration

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Information Technology (IT), Architecture
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University
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Hard
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5 questions
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1.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is the primary goal of the PGD method in the context of adversarial attacks?
To find the maximum number of adversarial examples
To ensure model accuracy on clean data
To find all possible attacks with minimal perturbation
To improve the speed of model training
2.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
How does PGD differ from the beam method?
PGD uses a different loss function
PGD performs a projection into an LP ball
PGD is only applicable to simple models
PGD requires more computational resources
3.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is the purpose of adversarial training in the context of PGD?
To eliminate the need for data augmentation
To simplify the model architecture
To increase the distortion required for adversarial examples
To reduce the model's training time
4.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
In practical terms, how does PGD compare to the beam method when fewer steps are used?
PGD requires more iterations
PGD is slower
PGD is less effective
PGD achieves better results
5.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
What is a notable advantage of PGD over the beam method in terms of attack rate?
PGD is more complex to configure
PGD achieves a 100% attack rate with fewer steps
PGD requires more data for training
PGD has a lower attack rate
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