Defenses Against Adversarial Attacks

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  • Defense - Anomaly Detection
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MagNet

• MagNet: a Two-Pronged Defense against Adversarial Examples | Meng, D., Chen, H. , 11 Sep 2017

• 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