├── .gitignore ├── README.md ├── algorithms ├── adp_alloc │ ├── gen_scripts.py │ ├── helper.py │ ├── main.py │ └── noise_scheduler.py ├── adp_clip │ ├── adaclipoptimizer.py │ ├── adaclippe.py │ ├── gen_scripts.py │ └── main.py ├── alibi │ ├── gen_scripts.py │ ├── libs │ │ ├── __init__.py │ │ ├── alibi.py │ │ └── fixmatch.py │ └── main.py ├── dp_sgd │ ├── gen_scripts.py │ └── main.py ├── dpgen │ ├── configs │ │ ├── cifar10.yml │ │ ├── fmnist.yml │ │ ├── mnist.yml │ │ └── svhn.yml │ ├── datasets │ │ ├── __init__.py │ │ ├── celeba.py │ │ ├── utils.py │ │ └── vision.py │ ├── gen_classifier.py │ ├── gen_dataset.py │ ├── gen_scripts.py │ ├── helper │ │ ├── __init__.py │ │ ├── ema.py │ │ ├── layers.py │ │ ├── net.py │ │ ├── normalization.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── helpers.py │ │ │ └── layer_factory.py │ ├── losses │ │ ├── __init__.py │ │ └── dsm.py │ ├── main.py │ ├── runners │ │ ├── __init__.py │ │ └── runner.py │ ├── train_classifier.py │ └── train_label_model.py ├── gep │ ├── basis_matching.py │ ├── gen_scripts.py │ ├── imagenet_examples_2000 │ ├── main.py │ ├── rdp_accountant.py │ └── utils.py ├── handcraft_dp │ ├── gen_scripts.py │ ├── main.py │ └── train_utils.py ├── loss │ ├── gen_script.py │ ├── loss_func.py │ └── main.py ├── lp_mst │ ├── gen_scripts.py │ ├── main.py │ ├── rrprior.py │ └── utils.py ├── pate │ ├── aggregation.py │ ├── gen_scripts.py │ ├── gen_teachers.py │ ├── main.py │ ├── train_single_teacher.py │ ├── uda_main.py │ └── utils.py ├── private_knn │ ├── gen_scripts.py │ ├── gen_uda_scripts.py │ ├── main.py │ ├── uda_main.py │ └── utils.py ├── private_set │ ├── LICENSE │ ├── README.md │ ├── continual_learning │ │ ├── cl_utils.py │ │ ├── configs │ │ │ ├── FashionMNIST_default.yml │ │ │ └── MNIST_default.yml │ │ ├── main_dpmerf.py │ │ ├── main_dpsgd.py │ │ ├── main_ours.py │ │ └── mean_embedding.py │ ├── gen_classifier.py │ ├── gen_scripts.py │ ├── main.py │ ├── rdp_accountant.py │ ├── teaser.jpeg │ ├── train_classifier.py │ └── utils │ │ ├── __init__.py │ │ ├── augmentation.py │ │ ├── gan_models.py │ │ ├── misc.py │ │ ├── networks.py │ │ └── ops.py └── rgp │ ├── README.md │ ├── gen_scripts.py │ ├── get_noise_variance.py │ ├── main.py │ ├── rdp_accountant.py │ └── rgp_models │ ├── __init__.py │ ├── alexnet.py │ ├── inception.py │ ├── resnet_cifar.py │ ├── simple.py │ ├── utils.py │ └── vgg.py ├── clip_only_utils.py ├── data_factory.py ├── db_merge.py ├── db_models.py ├── mem_inf ├── AttackFactory.py ├── MIAttack.py ├── attack.py ├── gen_attack.py ├── gen_attack_dataset.py ├── gen_shadows.py ├── gen_uda_attack.py ├── prepare_dataset.py └── train_shadows.py ├── models ├── ScatterLinear.py ├── __init__.py ├── alexnet.py ├── attack_black_box.py ├── attack_white_box.py ├── inceptionSE.py ├── pate_model.py ├── resnet.py ├── simple.py └── vgg.py ├── origin_data └── merge.db ├── plot_scripts ├── gen_acc_baseline.py ├── gen_acc_table.py ├── gen_databox_fig.py ├── gen_mia_table.py ├── gen_model_param_fig.py ├── 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