differential-privacy
There are 316 repositories under differential-privacy topic.
interpretml/interpret
Fit interpretable models. Explain blackbox machine learning.
google/differential-privacy
Google's differential privacy libraries.
secretflow/secretflow
A unified framework for privacy-preserving data analysis and machine learning
pytorch/opacus
Training PyTorch models with differential privacy
innovation-cat/Awesome-Federated-Machine-Learning
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
TsingZ0/PFLlib
We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study
IBM/differential-privacy-library
Diffprivlib: The IBM Differential Privacy Library
BUAA-BDA/OpenHuFu
OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.
gretelai/gretel-synthetics
Synthetic data generators for structured and unstructured text, featuring differentially private learning.
OpenMined/PyDP
The Python Differential Privacy Library. Built on top of: https://github.com/google/differential-privacy
SAP-samples/machine-learning-diff-private-federated-learning
Simulate a federated setting and run differentially private federated learning.
Koukyosyumei/AIJack
Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
Guyanqi/Awesome-Privacy
Repository for collection of research papers on privacy.
wenzhu23333/Differential-Privacy-Based-Federated-Learning
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. )
opendp/opendp
The core library of differential privacy algorithms powering the OpenDP Project.
opendp/smartnoise-core
Differential privacy validator and runtime
JeffffffFu/Awesome-Differential-Privacy-and-Meachine-Learning
机器学习和差分隐私的论文笔记和代码仓
opendp/smartnoise-sdk
Tools and service for differentially private processing of tabular and relational data
usnistgov/PrivacyEngCollabSpace
Privacy Engineering Collaboration Space
apple/pfl-research
Simulation framework for accelerating research in Private Federated Learning
Jamie-Cui/awesome-secure-computation
Awesome list for cryptographic secure computation paper. This repo includes *Lattice*, *DifferentialPrivacy*, *MPC* and also a comprehensive summary for top conferences.
owkin/FLamby
Cross-silo Federated Learning playground in Python. Discover 7 real-world federated datasets to test your new FL strategies and try to beat the leaderboard.
ChrisWaites/pyvacy
Differentially Private Optimization for PyTorch 👁🙅♀️
Billy1900/Awesome-Differential-Privacy
Differential private machine learning
lxuechen/private-transformers
A codebase that makes differentially private training of transformers easy.
opendp/smartnoise-samples
Code samples and documentation for SmartNoise differential privacy tools
tiktok-privacy-innovation/PrivacyGo
Synergistic fusion of privacy-enhancing technologies for enhanced privacy protection.
BorealisAI/private-data-generation
A toolbox for differentially private data generation
PrivPkt/PrivPkt
Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference Attack, Encrypted Traffic Classification)
greenelab/SPRINT_gan
Privacy-preserving generative deep neural networks support clinical data sharing
vaikkunth/PrivacyFL
A Simulator for Privacy Preserving Federated Learning
apple/ml-flair
A large labelled image dataset for benchmarking in federated learning
mplspunk/awesome-privacy-engineering
A curated list of resources related to privacy engineering
liuyugeng/ML-Doctor
Code for ML Doctor
opendp/smartnoise-core-python
Python language bindings for smartnoise-core.
netsharecmu/NetShare
(SIGCOMM '22) Practical GAN-based Synthetic IP Header Trace Generation using NetShare