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Effect of Ambient-Intrinsic Dimension Gap on Adversarial Vulnerability
The existence of adversarial attacks on machine learning models imperceptible to a human is still quite a mystery from a theoretical perspective.
On Neural Network approximation of ideal adversarial attack and convergence of adversarial training
Then we obtain an approximation result of such functions by a neural network.
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