Difference between revisions of "Defenses Against Adversarial Attacks"
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| + | == MagNet == | ||
* [http://arxiv.org/pdf/1705.09064.pdf MagNet: a Two-Pronged Defense against Adversarial Examples | Meng, D., Chen, H. ], 11 Sep 2017 | * [http://arxiv.org/pdf/1705.09064.pdf MagNet: a Two-Pronged Defense against Adversarial Examples | Meng, D., Chen, H. ], 11 Sep 2017 | ||
* [http://arxiv.org/pdf/1805.00310.pdf On the Limitation of MagNet Defense against L1-based Adversarial Examples | Lu, P., Chen, P., Chen, K., Yu, C.], 9 May 2018 | * [http://arxiv.org/pdf/1805.00310.pdf On the Limitation of MagNet Defense against L1-based Adversarial Examples | Lu, P., Chen, P., Chen, K., Yu, C.], 9 May 2018 | ||
| − | + | MagNet and "Efficient Defenses..." were recently proposed as a defense to adversarial examples. We find that we can construct adversarial examples that defeat these defenses with only a slight increase in distortion. [http://arxiv.org/pdf/1711.08478.pdf MagNet and "Efficient Defenses Against Adversarial Attacks" are Not Robust to Adversarial Examples | Carlini, N., Wagner, D.], 22 Nov 2017 | |
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<youtube>wZ-wIdAcWQE</youtube> | <youtube>wZ-wIdAcWQE</youtube> | ||
Revision as of 21:32, 5 July 2018
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MagNet
- MagNet: a Two-Pronged Defense against Adversarial Examples | Meng, D., Chen, H. , 11 Sep 2017
- On the Limitation of MagNet Defense against L1-based Adversarial Examples | Lu, P., Chen, P., Chen, K., Yu, C., 9 May 2018
MagNet and "Efficient Defenses..." were recently proposed as a defense to adversarial examples. We find that we can construct adversarial examples that defeat these defenses with only a slight increase in distortion. MagNet and "Efficient Defenses Against Adversarial Attacks" are Not Robust to Adversarial Examples | Carlini, N., Wagner, D., 22 Nov 2017
