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README.md

Blackbox_ADMM

Implementations of the black-box ADMM attack algorithms in Tensorflow. It runs correctly on Python 3.6.

To evaluate the robustness of a neural network, create a model class with a predict method that will run the prediction network without softmax.

Pre-requisites

The following steps should be sufficient to get these attacks up and running on most Linux-based systems.

    sudo apt-get install python3-pip
    sudo pip3 install --upgrade pip
    sudo pip3 install pillow scipy numpy tensorflow-gpu keras h5py

To create the MNIST/CIFAR models:

python3 train_models.py

To download the inception model:

python3 setup_inception.py

And finally to test the attacks

python3 test_attack.py

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