├── .gitignore ├── 1.1 MNIST VAE-GAN Training.ipynb ├── 1.2 MNIST Training.ipynb ├── 1.3 MNIST Gradient Analysis.ipynb ├── 2.1 FMNIST VAE-GAN Training.ipynb ├── 2.2 FMNIST Training.ipynb ├── 2.3 FMNIST Gradient Analysis.ipynb ├── 3.1 CIFAR-10 VAE-GAN Training.ipynb ├── 3.2 CIFAR-10 Training.ipynb ├── 3.3 CIFAR-10 Gradient Analysis.ipynb ├── 3.4 CIFAR-10 ROAR KAR.ipynb ├── 3.5 CIFAR-10 Result Analysis.ipynb ├── 4.1 Mixture Gaussian Training.ipynb ├── FMNIST_data ├── t10k-images-idx3-ubyte.gz ├── t10k-labels-idx1-ubyte.gz ├── train-images-idx3-ubyte.gz └── train-labels-idx1-ubyte.gz ├── MNIST_data ├── t10k-images-idx3-ubyte.gz ├── t10k-labels-idx1-ubyte.gz ├── train-images-idx3-ubyte.gz └── train-labels-idx1-ubyte.gz ├── README.md ├── assets ├── attack_cifar10.jpg ├── attack_fmnist.jpg ├── attack_mnist.jpg ├── boundary_experiment.jpg ├── boundary_theory.jpg ├── cifar10_loss_grad.jpg ├── fmnist_loss_grad.jpg ├── gradient_cifar10_xent.jpg ├── gradient_fmnist_xent.jpg ├── gradient_mnist_xent.jpg ├── kar_cw.jpg ├── kar_cw_tradeoff.jpg ├── kar_xent.jpg ├── kar_xent_tradeoff.jpg ├── mnist_loss_grad.jpg ├── roar_cw.jpg ├── roar_cw_tradeoff.jpg ├── roar_xent.jpg └── roar_xent_tradeoff.jpg ├── attacks.py ├── classifiers.py ├── deepexplain ├── __init__.py ├── tensorflow │ ├── __init__.py │ └── methods.py └── tests │ ├── __init__.py │ └── test_tensorflow.py ├── layers.py ├── regularizers.py ├── trainers.py ├── utils.py └── vae_gans.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/.gitignore -------------------------------------------------------------------------------- /1.1 MNIST VAE-GAN Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/1.1 MNIST VAE-GAN Training.ipynb -------------------------------------------------------------------------------- /1.2 MNIST Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/1.2 MNIST Training.ipynb -------------------------------------------------------------------------------- /1.3 MNIST Gradient Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/1.3 MNIST Gradient Analysis.ipynb -------------------------------------------------------------------------------- /2.1 FMNIST VAE-GAN Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/2.1 FMNIST VAE-GAN Training.ipynb -------------------------------------------------------------------------------- /2.2 FMNIST Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/2.2 FMNIST Training.ipynb -------------------------------------------------------------------------------- /2.3 FMNIST Gradient Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/2.3 FMNIST Gradient Analysis.ipynb -------------------------------------------------------------------------------- /3.1 CIFAR-10 VAE-GAN Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/3.1 CIFAR-10 VAE-GAN Training.ipynb -------------------------------------------------------------------------------- /3.2 CIFAR-10 Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/3.2 CIFAR-10 Training.ipynb -------------------------------------------------------------------------------- /3.3 CIFAR-10 Gradient Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/3.3 CIFAR-10 Gradient Analysis.ipynb -------------------------------------------------------------------------------- /3.4 CIFAR-10 ROAR KAR.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/3.4 CIFAR-10 ROAR KAR.ipynb -------------------------------------------------------------------------------- /3.5 CIFAR-10 Result Analysis.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/3.5 CIFAR-10 Result Analysis.ipynb -------------------------------------------------------------------------------- /4.1 Mixture Gaussian Training.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/4.1 Mixture Gaussian Training.ipynb -------------------------------------------------------------------------------- /FMNIST_data/t10k-images-idx3-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/FMNIST_data/t10k-images-idx3-ubyte.gz -------------------------------------------------------------------------------- /FMNIST_data/t10k-labels-idx1-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/FMNIST_data/t10k-labels-idx1-ubyte.gz -------------------------------------------------------------------------------- /FMNIST_data/train-images-idx3-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/FMNIST_data/train-images-idx3-ubyte.gz -------------------------------------------------------------------------------- /FMNIST_data/train-labels-idx1-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/FMNIST_data/train-labels-idx1-ubyte.gz -------------------------------------------------------------------------------- /MNIST_data/t10k-images-idx3-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/MNIST_data/t10k-images-idx3-ubyte.gz -------------------------------------------------------------------------------- /MNIST_data/t10k-labels-idx1-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/MNIST_data/t10k-labels-idx1-ubyte.gz -------------------------------------------------------------------------------- /MNIST_data/train-images-idx3-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/MNIST_data/train-images-idx3-ubyte.gz -------------------------------------------------------------------------------- /MNIST_data/train-labels-idx1-ubyte.gz: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/MNIST_data/train-labels-idx1-ubyte.gz -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/README.md -------------------------------------------------------------------------------- /assets/attack_cifar10.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/attack_cifar10.jpg -------------------------------------------------------------------------------- /assets/attack_fmnist.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/attack_fmnist.jpg -------------------------------------------------------------------------------- /assets/attack_mnist.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/attack_mnist.jpg -------------------------------------------------------------------------------- /assets/boundary_experiment.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/boundary_experiment.jpg -------------------------------------------------------------------------------- /assets/boundary_theory.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/boundary_theory.jpg -------------------------------------------------------------------------------- /assets/cifar10_loss_grad.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/cifar10_loss_grad.jpg -------------------------------------------------------------------------------- /assets/fmnist_loss_grad.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/fmnist_loss_grad.jpg -------------------------------------------------------------------------------- /assets/gradient_cifar10_xent.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/gradient_cifar10_xent.jpg -------------------------------------------------------------------------------- /assets/gradient_fmnist_xent.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/gradient_fmnist_xent.jpg -------------------------------------------------------------------------------- /assets/gradient_mnist_xent.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/gradient_mnist_xent.jpg -------------------------------------------------------------------------------- /assets/kar_cw.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/kar_cw.jpg -------------------------------------------------------------------------------- /assets/kar_cw_tradeoff.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/kar_cw_tradeoff.jpg -------------------------------------------------------------------------------- /assets/kar_xent.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/kar_xent.jpg -------------------------------------------------------------------------------- /assets/kar_xent_tradeoff.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/kar_xent_tradeoff.jpg -------------------------------------------------------------------------------- /assets/mnist_loss_grad.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/mnist_loss_grad.jpg -------------------------------------------------------------------------------- /assets/roar_cw.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/roar_cw.jpg -------------------------------------------------------------------------------- /assets/roar_cw_tradeoff.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/roar_cw_tradeoff.jpg -------------------------------------------------------------------------------- /assets/roar_xent.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/roar_xent.jpg -------------------------------------------------------------------------------- /assets/roar_xent_tradeoff.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/assets/roar_xent_tradeoff.jpg -------------------------------------------------------------------------------- /attacks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/attacks.py -------------------------------------------------------------------------------- /classifiers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/classifiers.py -------------------------------------------------------------------------------- /deepexplain/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /deepexplain/tensorflow/__init__.py: -------------------------------------------------------------------------------- 1 | from .methods import DeepExplain 2 | -------------------------------------------------------------------------------- /deepexplain/tensorflow/methods.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/deepexplain/tensorflow/methods.py -------------------------------------------------------------------------------- /deepexplain/tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /deepexplain/tests/test_tensorflow.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/deepexplain/tests/test_tensorflow.py -------------------------------------------------------------------------------- /layers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/layers.py -------------------------------------------------------------------------------- /regularizers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/regularizers.py -------------------------------------------------------------------------------- /trainers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/trainers.py -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/utils.py -------------------------------------------------------------------------------- /vae_gans.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/1202kbs/Robustness-and-Interpretability/HEAD/vae_gans.py --------------------------------------------------------------------------------