README.md

Energy_classifier

Energy Based Classifier for General Classification Tasks

.│
├─MNIST
│      mnist_energy.ipynb                               // Training of energy-based classifier
│      mnist_energy_regularized.ipynb                   // Additional regularization term applied
│      mnist_energy_regularized_all_layers.ipynb        // Regularization term applied for all layers
│      mnist_hamilton.ipynb                             // Training of H-DNN for comparison
│      Noise_and_attack.ipynb                           // Noise and adversarial attack
│      Noise_and_attack_reg.ipynb                       // Noise and adversarial attack (comparing regularization terms)
│
└─Simple_examples
        Double_moons-activation.ipynb
        Peaks-Linear-Layer.ipynb
        peaks.dat
        Peaks.mat
        Swiss_roll-Linear_Layer-gradient2.ipynb
        Swiss_roll-Linear_Layer.ipynb