├── .gitignore ├── README.md ├── assets ├── MNIST_Sparse_Twin.png ├── boxplots_mix.png └── model_zoo_overview.png └── code ├── benchmark_results.ipynb ├── checkpoints_to_datasets ├── __init__.py ├── dataset_auxiliaries.py ├── dataset_base.py └── progress_bar.py ├── environment.yml ├── load_dataset.ipynb ├── model_definitions ├── __init__.py ├── def_FastTensorDataLoader.py ├── def_NN_experiment.py ├── def_NN_experiment_distillation.py ├── def_baseline_models.py ├── def_downstream_module.py ├── def_net.py └── def_net_distillation.py └── zoo_generators ├── train_mnist_sparse_vd.py ├── train_svhn_sparse_vd.py ├── train_zoo_cifar100_resnet18_kaiming_uniform.py ├── train_zoo_cifar10_large_hyperparameter_10_fixed_seed.py ├── train_zoo_cifar10_large_hyperparameter_10_random_seed.py ├── train_zoo_cifar10_large_uniform.py ├── train_zoo_cifar10_resnet18_kaiming_uniform.py ├── train_zoo_cifar10_small_hyperparameter_10_fixed_seed.py ├── train_zoo_cifar10_small_hyperparameter_10_random_seed.py ├── train_zoo_cifar10_small_uniform.py ├── train_zoo_f_mnist_hyperparameter_10_fixed_seed.py ├── train_zoo_f_mnist_hyperparameter_10_random_seed.py ├── train_zoo_f_mnist_uniform.py ├── train_zoo_mnist_hyperparameter_10_fixed_seed.py ├── train_zoo_mnist_hyperparameter_10_random_seed.py ├── train_zoo_mnist_uniform.py ├── train_zoo_stl-10_large_hyperparameter_10_fixed_seed.py ├── train_zoo_stl-10_large_hyperparameter_10_random_seed.py ├── train_zoo_stl-10_large_uniform.py ├── train_zoo_stl-10_small_hyperparameter_10_fixed_seed.py ├── train_zoo_stl-10_small_hyperparameter_10_random_seed.py ├── train_zoo_stl-10_small_uniform.py ├── train_zoo_svhn_hyperparameter_10_fixed_seed.py ├── train_zoo_svhn_hyperparameter_10_random_seed.py ├── train_zoo_svhn_uniform.py ├── train_zoo_tiny-imagenet_resnet18_kaiming_uniform.py ├── train_zoo_usps_hyperparameter_10_fixed_seed.py ├── train_zoo_usps_hyperparameter_10_random_seed.py └── train_zoo_usps_uniform.py /.gitignore: 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