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MadNet

An implementation of the MadNet based on ResNet. "MadNet: Using a MAD Optimization for Detecting Adversarial Attack" (arxiv)

Requirements

  • tensorflow == 1.14.0
  • keras == 2.2.4

Training

python train_MadNet.py -log_path ./MadNet -resnet_depth 56 -dataset mnist -reduce_jacobian_loss -reduce_variance -label_smoothing 0.8

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The Mad Loss optimization for adversarial robustness and detection implemented on ResNet

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