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Questions tagged [adversarial-ml]

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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 ...
Majid Az's user avatar
1 vote
1 answer
35 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?
Pluviophile's user avatar
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1 vote
0 answers
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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: ...
Ilya.K.'s user avatar
  • 157
0 votes
1 answer
24 views

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 ...
Christopher Done's user avatar
0 votes
0 answers
12 views

About GANs specialization

I'm working in a binary classification problem. In general terms, I'm focused on using neural networks to classify datasets that are not huge and in order to address that problem I'm comparing ...
leapofFaith's user avatar
0 votes
0 answers
9 views

Why do object detection model adversarial masks look different from those of image classifiers?

I was messing around to observe the behavior for adversarial attacks on image classifiers, and decided to try it with an object detector as well. I realize that inference time attacks are more complex ...
Soumil Datta's user avatar
0 votes
0 answers
43 views

How to work with multiple feature types on autoencoder?

This is my first post here. I am working on an adversarial autoencoder that receives different features, encodes them, and decodes them. For instance, suppose you have a dataset from a large survey ...
Umberto Mignozzetti's user avatar
0 votes
1 answer
41 views

Basic and fundamental papers in Adversarial Attacks with code

I'm looking for basic and fundamental academic papers in Adversarial Attacks or defense. The attack or defense algorithm should be be easy to understand and the code can be found in Python. Where can ...
Avi's user avatar
  • 135
0 votes
1 answer
319 views

Connection between GANs and adversarial learning

Is there a connection between: "Adversarial Learning" (AL) and "Generative Adversarial Networks" (GANs)? Is it valid to say that GANs employ AL?
Qwerty's user avatar
  • 1