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Hello,
I would like to implement the [universal adversarial perturbations](https://arxiv.org/abs/1610.08401) algorithm in this library. This library was designed to compute perturbed images, but th…
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## 論文リンク
- [arXiv](https://arxiv.org/abs/1702.04267)
## 公開日（yyyy/mm/dd）
2017/02/14
ICLR 2017
## 概要
## TeX
```
% 2017/02/14
@inproceedings{
metzen2017on,
title={On Detecting …
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https://yanghaozhang.com/2020/08/02/universal.html
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https://github.com/amazon-research/adversarial-robustness-with-nonuniform-perturbations/blob/575f93e82d0a784290cf6b869e2dfee5171f689d/NonuniformRobustness.py#L56 Here we can see you have other attack …
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## 一言でいうと
入力画像に細工を施すことで、誤識別を誘発できるという検証。ネットワークの構成がわかっているホワイトボックス型と不明なブラックボックス型があるが、本研究では後者の手法で検証。ランダムに選択された画像の各所から最も識別に影響を与える箇所を探索する形(greedy local-search)で実装を行い、1~3%程度のピクセルを操作するだけでエラーレートを跳ね上げられることを確…
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# [ Adversarial Attack and Example ]
### 1. Adversarial Attack에 대한 전반적인 소개
### 2. 리뷰할 논문
- [Intriguing properties of neural networks](https://arxiv.org/abs/1312.6199)
- [Explaining and Harne…
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Hello, I'm really interested in your work! However, I have some questions about the adversarial attack with text perturbation. In Table 5, the adversarial attack with only perturbation on the text cou…
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Machine learning models are often susceptible to adversarial perturbations of their inputs. Even small perturbations can cause state-of-the-art classifiers with high “standard” accuracy to produce an …
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These are adversarial images that semantically represent the same object as the original images. For example, in [2] these are created by perturbing the following components of an image:
* Hue
* Sat…
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Borrowing from [this comment](https://github.com/swarm-game/swarm/pull/1085#discussion_r1098989795):
> If we are going to record hashes, I think we should hash some canonical representation of a pr…