There are 33 repositories under differential-privacy topic.
Fit interpretable models. Explain blackbox machine learning.
Google's differential privacy libraries.
A unified framework for privacy-preserving data analysis and machine learning
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
Diffprivlib: The IBM Differential Privacy Library
Synthetic data generators for structured and unstructured text, featuring differentially private learning.
Simulate a federated setting and run differentially private federated learning.
Repository for collection of research papers on privacy.
Security and Privacy Risk Simulator for Machine Learning
Differential privacy validator and runtime
Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shakespeare, mnist, cifar-10 and fashion-mnist. )
Tools and service for differentially private processing of tabular and relational data
Privacy Engineering Collaboration Space
Awesome list for cryptographic secure computation paper. This repo includes *Lattice*, *DifferentialPrivacy*, *MPC* and also a comprehensive summary for top conferences.
机器学习和差分隐私的论文笔记和代码仓
Differentially Private Optimization for PyTorch 👁🙅♀️
Differential private machine learning
A codebase that makes differentially private training of transformers easy.
Code samples and documentation for SmartNoise differential privacy tools
A toolbox for differentially private data generation
Privacy-preserving generative deep neural networks support clinical data sharing
Python language bindings for smartnoise-core.
A curated list of resources related to privacy engineering
Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.
(SIGCOMM '22) Practical GAN-based Synthetic IP Header Trace Generation using NetShare
Easy differential privacy in R
Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)