Difference between revisions of "Defenses Against Adversarial Attacks"
| Line 13: | Line 13: | ||
== MagNet == | == 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 | ||
| − | |||
| − | 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 | + | * we show that adversarial examples crafted based on the L1 distortion metric can easily bypass MagNet [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 | ||
<youtube>wZ-wIdAcWQE</youtube> | <youtube>wZ-wIdAcWQE</youtube> | ||
Revision as of 21:35, 5 July 2018
______________________________________________________
MagNet
- we show that adversarial examples crafted based on the L1 distortion metric can easily bypass MagNet 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
