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

The video tutorial introduces the CNW attack, named after inventors Nicholas Carniglia and David Wagner. It explains the need for this new attack due to the limitations of the defensive distillation method, which was initially developed to protect algorithms from attacks. The tutorial details advanced attack techniques that bypass defensive distillation by using different functions to approximate the loss function and avoid box constraints. Practical testing instructions are provided, including parameter configuration for iterations. The video concludes with the results of the attack, showing a high misclassification rate, and sets the stage for the next video on another attack.

What prompted the development of the new attack method by Carniglia and Wagner?

• The need to improve algorithm efficiency

• The demand for faster processing speeds

• The rise of new computational technologies

• The development of defensive distillation

Which technique is used in the new attack to better approximate the loss function?

• Multiple function approximations

• Simulated Annealing

• Gradient Descent

• Newton's Method

What is avoided by choosing another approximation instead of lbsu in the new attack?

• Gradient vanishing

• Box constraints

• Overfitting

• Underfitting

What is the default number of iterations suggested for testing the attack?

• 50,000

• 10,000

• 1,000

• 100

What percentage of samples were misclassified after 200 runs of the attack?

• 90%

• 85%

• 99%

• 95%