Questions tagged [adversarial-ml]

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Why is the signed gradient of the image used for adversarial examples [duplicate]

In this paper, the gradient of the loss w.r.t. to the image is computed, but its sign is used. Why is using the sign-method better?
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Improved generalization by training on adversarial examples

This question is based on the following intuition: To my understanding adversarial attacks work, because the model is stuck in a local minima and the adversarial attack finds this with gradient ...
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35 views

Creating adversarial sample against logistic regreession

I performed a binary classification using logistic regression. My goal is the following: I know the coefficient w of the hyperplane equation $y = wTx + b$. What I would like to do is create opposing ...
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SAGAN - what is the correct architecture?

Hi, in the original paper the following scheme of the self-attention appears: https://arxiv.org/pdf/1805.08318.pdf In a later overview: https://arxiv.org/pdf/1906.01529.pdf this scheme appears: ...
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Could you generate search queries to poison data analysis by a search engine?

A simple problem with search engines is that you have to trust that they will not build a profile of search queries you submit. (Without Tor or e.g. homomorphic encryption, that is.) Suppose we put ...
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27 views

Intuitive explanation of Adversarial machine learning

How would you explain Adversarial machine learning in simple layman terms for a non-STEM person? What are the main ideas behind Adversarial machine learning?