gkaissis / deepeeLinks
Differentially Private Deep Learning in PyTorch
☆30Updated 4 years ago
Alternatives and similar repositories for deepee
Users that are interested in deepee are comparing it to the libraries listed below
Sorting:
- PriMIA: Privacy-preserving Medical Image Analysis☆137Updated 2 years ago
- Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to be…☆227Updated last year
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆76Updated last year
- Breaching privacy in federated learning scenarios for vision and text☆312Updated 2 weeks ago
- [ICLR'21] FedBN: Federated Learning on Non-IID Features via Local Batch Normalization☆271Updated 2 months ago
- Pytorch implementation of paper Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data (https://arxiv.org/abs/16…☆45Updated 4 years ago
- autodp: A flexible and easy-to-use package for differential privacy☆278Updated 2 years ago
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆49Updated 4 years ago
- A Simulator for Privacy Preserving Federated Learning☆96Updated 5 years ago
- Algorithms to recover input data from their gradient signal through a neural network☆311Updated 2 years ago
- Privacy Preserving Vertical Federated Learning☆222Updated 2 years ago
- Differential Privacy Preservation in Deep Learning under Model Attacks☆135Updated 4 years ago
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆33Updated 4 years ago
- ☆80Updated 3 years ago
- Wuhan Corona (COVID-19) patients dataset☆38Updated 6 months ago
- Scripts for figures and calculations of the manuscript by Warnat-Herresthal el al. 2020☆196Updated 4 years ago
- A list of papers on Federated Deep Learning in Healthcare, in particular, algorithms Deep Learning with Medical Imaging.☆33Updated 5 years ago
- This repo implements several algorithms for learning with differential privacy.☆110Updated 3 years ago
- Membership Inference, Attribute Inference and Model Inversion attacks implemented using PyTorch.☆66Updated last year
- Analytic calibration for differential privacy with Gaussian perturbations☆51Updated 7 years ago
- This project's goal is to evaluate the privacy leakage of differentially private machine learning models.☆135Updated 3 years ago
- Amortized version of the differentially private SGD algorithm published in "Deep Learning with Differential Privacy" by Abadi et al. Enfo…☆43Updated last year
- A library for running membership inference attacks against ML models☆152Updated 3 years ago
- A collection of Google research projects related to Federated Learning and Federated Analytics.☆742Updated 8 months ago
- ☆115Updated 2 years ago
- A Federated Learning implementation to diagnose 2 acute inflammations of bladder.. This medical dataset truly needs privacy! Because we c…☆39Updated 6 years ago
- ☆20Updated 6 years ago
- Salvaging Federated Learning by Local Adaptation☆56Updated last year
- Differential Privacy Protection against MembershipInference Attack on Machine Learning for Genomic Data☆18Updated 5 years ago
- Code to reproduce experiments in "Antipodes of Label Differential Privacy PATE and ALIBI"☆32Updated 3 years ago