├── .DS_Store ├── LICENSE ├── README.md ├── __init__.py ├── __pycache__ └── __init__.cpython-36.pyc ├── data ├── .DS_Store ├── labels.txt ├── mnist_test.tfrecord └── mnist_train.tfrecord ├── dp_sgd ├── .DS_Store ├── README.md ├── dp_mnist │ ├── BUILD │ └── dp_mnist.py ├── dp_optimizer │ ├── BUILD │ ├── __pycache__ │ │ ├── dp_optimizer.cpython-36.pyc │ │ ├── dp_pca.cpython-36.pyc │ │ ├── sanitizer.cpython-36.pyc │ │ └── utils.cpython-36.pyc │ ├── dp_optimizer.py │ ├── dp_pca.py │ ├── sanitizer.py │ └── utils.py └── per_example_gradients │ ├── BUILD │ ├── __pycache__ │ └── per_example_gradients.cpython-36.pyc │ └── per_example_gradients.py ├── multiple_teachers ├── BUILD ├── README.md ├── __init__.py ├── aggregation.py ├── analysis.py ├── deep_cnn.py ├── input.py ├── metrics.py ├── train_student.py ├── train_student_mnist_250_lap_20_count_50_epochs_600.sh ├── train_teachers.py └── utils.py ├── pate ├── ICLR2018 │ ├── README.md │ ├── download.py │ ├── generate_figures.sh │ ├── generate_table.sh │ ├── generate_table_data_independent.sh │ ├── plot_ls_q.py │ ├── plot_partition.py │ ├── plots_for_slides.py │ ├── rdp_bucketized.py │ ├── rdp_cumulative.py │ ├── smooth_sensitivity_table.py │ └── utility_queries_answered.py ├── README.md ├── core.py ├── core_test.py ├── smooth_sensitivity.py └── smooth_sensitivity_test.py └── privacy_accountant ├── .DS_Store ├── python ├── BUILD ├── rdp_accountant.py └── rdp_accountant_test.py ├── pytorch ├── BUILD ├── __pycache__ │ └── accountant.cpython-36.pyc └── accountant.py └── tf ├── BUILD ├── __pycache__ └── accountant.cpython-36.pyc └── accountant.py /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/.DS_Store -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/README.md -------------------------------------------------------------------------------- /__init__.py: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /__pycache__/__init__.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/__pycache__/__init__.cpython-36.pyc -------------------------------------------------------------------------------- /data/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/data/.DS_Store -------------------------------------------------------------------------------- /data/labels.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/data/labels.txt -------------------------------------------------------------------------------- /data/mnist_test.tfrecord: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/data/mnist_test.tfrecord -------------------------------------------------------------------------------- /data/mnist_train.tfrecord: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/data/mnist_train.tfrecord -------------------------------------------------------------------------------- /dp_sgd/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/.DS_Store -------------------------------------------------------------------------------- /dp_sgd/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/README.md -------------------------------------------------------------------------------- /dp_sgd/dp_mnist/BUILD: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_mnist/BUILD -------------------------------------------------------------------------------- /dp_sgd/dp_mnist/dp_mnist.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_mnist/dp_mnist.py -------------------------------------------------------------------------------- /dp_sgd/dp_optimizer/BUILD: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_optimizer/BUILD -------------------------------------------------------------------------------- /dp_sgd/dp_optimizer/__pycache__/dp_optimizer.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_optimizer/__pycache__/dp_optimizer.cpython-36.pyc -------------------------------------------------------------------------------- /dp_sgd/dp_optimizer/__pycache__/dp_pca.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_optimizer/__pycache__/dp_pca.cpython-36.pyc -------------------------------------------------------------------------------- /dp_sgd/dp_optimizer/__pycache__/sanitizer.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_optimizer/__pycache__/sanitizer.cpython-36.pyc -------------------------------------------------------------------------------- /dp_sgd/dp_optimizer/__pycache__/utils.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_optimizer/__pycache__/utils.cpython-36.pyc -------------------------------------------------------------------------------- /dp_sgd/dp_optimizer/dp_optimizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_optimizer/dp_optimizer.py -------------------------------------------------------------------------------- /dp_sgd/dp_optimizer/dp_pca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_optimizer/dp_pca.py -------------------------------------------------------------------------------- /dp_sgd/dp_optimizer/sanitizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_optimizer/sanitizer.py -------------------------------------------------------------------------------- /dp_sgd/dp_optimizer/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/dp_optimizer/utils.py -------------------------------------------------------------------------------- /dp_sgd/per_example_gradients/BUILD: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/per_example_gradients/BUILD -------------------------------------------------------------------------------- /dp_sgd/per_example_gradients/__pycache__/per_example_gradients.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/per_example_gradients/__pycache__/per_example_gradients.cpython-36.pyc -------------------------------------------------------------------------------- /dp_sgd/per_example_gradients/per_example_gradients.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/dp_sgd/per_example_gradients/per_example_gradients.py -------------------------------------------------------------------------------- /multiple_teachers/BUILD: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/BUILD -------------------------------------------------------------------------------- /multiple_teachers/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/README.md -------------------------------------------------------------------------------- /multiple_teachers/__init__.py: -------------------------------------------------------------------------------- 1 | 2 | -------------------------------------------------------------------------------- /multiple_teachers/aggregation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/aggregation.py -------------------------------------------------------------------------------- /multiple_teachers/analysis.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/analysis.py -------------------------------------------------------------------------------- /multiple_teachers/deep_cnn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/deep_cnn.py -------------------------------------------------------------------------------- /multiple_teachers/input.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/input.py -------------------------------------------------------------------------------- /multiple_teachers/metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/metrics.py -------------------------------------------------------------------------------- /multiple_teachers/train_student.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/train_student.py -------------------------------------------------------------------------------- /multiple_teachers/train_student_mnist_250_lap_20_count_50_epochs_600.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/train_student_mnist_250_lap_20_count_50_epochs_600.sh -------------------------------------------------------------------------------- /multiple_teachers/train_teachers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/train_teachers.py -------------------------------------------------------------------------------- /multiple_teachers/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/multiple_teachers/utils.py -------------------------------------------------------------------------------- /pate/ICLR2018/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/README.md -------------------------------------------------------------------------------- /pate/ICLR2018/download.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/download.py -------------------------------------------------------------------------------- /pate/ICLR2018/generate_figures.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/generate_figures.sh -------------------------------------------------------------------------------- /pate/ICLR2018/generate_table.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/generate_table.sh -------------------------------------------------------------------------------- /pate/ICLR2018/generate_table_data_independent.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/generate_table_data_independent.sh -------------------------------------------------------------------------------- /pate/ICLR2018/plot_ls_q.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/plot_ls_q.py -------------------------------------------------------------------------------- /pate/ICLR2018/plot_partition.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/plot_partition.py -------------------------------------------------------------------------------- /pate/ICLR2018/plots_for_slides.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/plots_for_slides.py -------------------------------------------------------------------------------- /pate/ICLR2018/rdp_bucketized.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/rdp_bucketized.py -------------------------------------------------------------------------------- /pate/ICLR2018/rdp_cumulative.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/rdp_cumulative.py -------------------------------------------------------------------------------- /pate/ICLR2018/smooth_sensitivity_table.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/smooth_sensitivity_table.py -------------------------------------------------------------------------------- /pate/ICLR2018/utility_queries_answered.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/ICLR2018/utility_queries_answered.py -------------------------------------------------------------------------------- /pate/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/README.md -------------------------------------------------------------------------------- /pate/core.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/core.py -------------------------------------------------------------------------------- /pate/core_test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/core_test.py -------------------------------------------------------------------------------- /pate/smooth_sensitivity.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/smooth_sensitivity.py -------------------------------------------------------------------------------- /pate/smooth_sensitivity_test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/pate/smooth_sensitivity_test.py -------------------------------------------------------------------------------- /privacy_accountant/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/privacy_accountant/.DS_Store -------------------------------------------------------------------------------- /privacy_accountant/python/BUILD: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/privacy_accountant/python/BUILD -------------------------------------------------------------------------------- /privacy_accountant/python/rdp_accountant.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/privacy_accountant/python/rdp_accountant.py -------------------------------------------------------------------------------- /privacy_accountant/python/rdp_accountant_test.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/privacy_accountant/python/rdp_accountant_test.py -------------------------------------------------------------------------------- /privacy_accountant/pytorch/BUILD: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/privacy_accountant/pytorch/BUILD -------------------------------------------------------------------------------- /privacy_accountant/pytorch/__pycache__/accountant.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/privacy_accountant/pytorch/__pycache__/accountant.cpython-36.pyc -------------------------------------------------------------------------------- /privacy_accountant/pytorch/accountant.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/privacy_accountant/pytorch/accountant.py -------------------------------------------------------------------------------- /privacy_accountant/tf/BUILD: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/privacy_accountant/tf/BUILD -------------------------------------------------------------------------------- /privacy_accountant/tf/__pycache__/accountant.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/privacy_accountant/tf/__pycache__/accountant.cpython-36.pyc -------------------------------------------------------------------------------- /privacy_accountant/tf/accountant.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/LaRiffle/differential-privacy/HEAD/privacy_accountant/tf/accountant.py --------------------------------------------------------------------------------