differential-privacy

There are 36 repositories under differential-privacy topic.

interpretml / interpret
Fit interpretable models. Explain blackbox machine learning.
machine-learning interpretability gradient-boosting blackbox scikit-learn xai interpretml interpretable-machine-learning interpretable-ai transparency iml interpretable-ml explainable-ml explainability bias ai artificial-intelligence explainable-ai differential-privacy
Language:C++ 6047
google / differential-privacy
Google's differential privacy libraries.
privacy differential-privacy anonymization
Language:Go 2985
secretflow / secretflow
A unified framework for privacy-preserving data analysis and machine learning
confidential-computing data-analysis differential-privacy federated-learning homomorphic-encryption machine-learning privacy-preserving private-set-intersection secure-multiparty-computation split-learning trusted-execution-environment
Language:Python 2207
pytorch / opacus
Training PyTorch models with differential privacy
deep-learning differential-privacy machine-learning neural-network privacy-preserving-machine-learning pytorch
Language:Jupyter Notebook 1622
innovation-cat / Awesome-Federated-Machine-Learning
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
federated-learning machine-learning deep-learning privacy-preserving-machine-learning computer-vision distributed-computing edge-computing security differential-privacy
1596
TsingZ0 / PFLlib
We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study
non-iid federated-learning personalization pytorch python distributed-computing heterogeneity differential-privacy privacy imagenet domainnet iot attack dlg privacy-protection
Language:Python 1181
IBM / differential-privacy-library
Diffprivlib: The IBM Differential Privacy Library
differential-privacy data-privacy machine-learning python
Language:Python 779
BUAA-BDA / OpenHuFu
OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.
data-federation federated-learning differential-privacy mpc multiparty-computation secure-computation spatial-analysis spatial-queries privacy-preserving spatial-data-analysis swarm-intelligence data-privacy data-security data-sharing
Language:Java 708
gretelai / gretel-synthetics
Synthetic data generators for structured and unstructured text, featuring differentially private learning.
differential-privacy artificial-intelligence tensorflow privacy synthetic-data
Language:Python 544
OpenMined / PyDP
The Python Differential Privacy Library. Built on top of: https://github.com/google/differential-privacy
python-wrapper cpp differential-privacy python hacktoberfest
Language:Python 481
SAP-samples / machine-learning-diff-private-federated-learning
Simulate a federated setting and run differentially private federated learning.
machine-learning security federated-learning differential-privacy sample sample-code
Language:Python 346
Guyanqi / Awesome-Privacy
Repository for collection of research papers on privacy.
privacy differential-privacy awesome-list paper machine-learning learning-theory
335
AIJack
Koukyosyumei / AIJack
Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
security machine-learning adversarial-attacks adversarial-examples adversarial-machine-learning membership-inference model-inversion-attacks evasion-attack poisoning-attacks privacy deep-learning homomorphic-encryption differential-privacy paillier paillier-cryptosystem federated-learning k-anonymity dbms
Language:C++ 332
opendp / smartnoise-core
Differential privacy validator and runtime
smartnoise privacy opendp differential-privacy
Language:Rust 290
opendp / opendp
The core library of differential privacy algorithms powering the OpenDP Project.
opendp differential-privacy privacy dp-programming-framework opendp-commons
Language:Rust 284
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. )
federated-learning differential-privacy privacy pytorch deep-learning laplace gaussian
Language:Python 284
opendp / smartnoise-sdk
Tools and service for differentially private processing of tabular and relational data
privacy differential-privacy opendp smartnoise
Language:Python 236
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
deep-learning privacy differential-privacy dpsgd federated-learning
Language:Python 230
usnistgov / PrivacyEngCollabSpace
Privacy Engineering Collaboration Space
differential-privacy risk-management disassociability
Language:Python 223
apple / pfl-research
Simulation framework for accelerating research in Private Federated Learning
differential-privacy federated-learning federated-learning-framework machine-learning privacy
Language:Python 196
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.
awesome-list cryptography differential-privacy fss homomorphic-encryption lattice mpc oblivious-transfer ot-extension paper paper-summary papers pir privacy privacy-enhancing-technologies private-information-retrieval private-set-intersection psi secure-computation secure-protocols
193
FLamby
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.
dataset deep-learning differential-privacy federated-learning healthcare machine-learning python
Language:Python 186
ChrisWaites / pyvacy
Differentially Private Optimization for PyTorch 👁🙅‍♀️
differential-privacy pytorch
Language:Python 180
Billy1900 / Awesome-Differential-Privacy
Differential private machine learning
differential-privacy differential-privacy-learning privacy-preserving differentially-private dpsgd differential-privacies survey
Language:Python 172
lxuechen / private-transformers
A codebase that makes differentially private training of transformers easy.
differential-privacy nlp transformers deep-learning pytorch huggingface-transformers
Language:Python 139
opendp / smartnoise-samples
Code samples and documentation for SmartNoise differential privacy tools
smartnoise opendp differential-privacy privacy
Language:Jupyter Notebook 131
tiktok-privacy-innovation / PrivacyGo
Synergistic fusion of privacy-enhancing technologies for enhanced privacy protection.
differential-privacy privacy-enhancing-technologies secure-multiparty-computation
Language:C++ 131
BorealisAI / private-data-generation
A toolbox for differentially private data generation
differential-privacy generative-adversarial-network generative-models graphical-models
Language:Python 123
PrivPkt / PrivPkt
Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference Attack, Encrypted Traffic Classification)
differential-privacy federated-learning encrypted-traffic traffic-classification neural-network collaborative-learning membership-inference-attack
Language:Python 111
greenelab / SPRINT_gan
Privacy-preserving generative deep neural networks support clinical data sharing
gan generative-adversarial-network differential-privacy data-sharing neural-network supplement
Language:Jupyter Notebook 106
vaikkunth / PrivacyFL
A Simulator for Privacy Preserving Federated Learning
differential-privacy multiparty-computation federated-learning
Language:Python 90
apple / ml-flair
A large labelled image dataset for benchmarking in federated learning
dataset differential-privacy federated-learning
Language:Jupyter Notebook 81
liuyugeng / ML-Doctor
Code for ML Doctor
machine-learning membership-inference-attack attribute-inference-attack model-inversion-attacks model-stealing differential-privacy knowledge-distillation
Language:Python 78
mplspunk / awesome-privacy-engineering
A curated list of resources related to privacy engineering
anonymization consent-management de-identification differential-privacy federated-learning privacy-by-default privacy-by-design privacy-engineering privacy-enhancing-technologies privacy-tools pseudonymization risk-management
78
opendp / smartnoise-core-python
Python language bindings for smartnoise-core.
privacy differential-privacy opendp smartnoise
Language:Python 76
netsharecmu / NetShare
(SIGCOMM '22) Practical GAN-based Synthetic IP Header Trace Generation using NetShare
gan gans gans-models generative-adversarial-network netflow netflow-data netflow-v9 pcap pcap-generator synthetic-data synthetic-data-generator synthetic-dataset-generation time-series differential-privacy differential-privacy-deep-learning privacy privacy-preserving synthetic-data-generation machine-learning tensorflow
Language:Python 71

differential-privacy

interpretml / interpret

google / differential-privacy

secretflow / secretflow

pytorch / opacus

innovation-cat / Awesome-Federated-Machine-Learning

TsingZ0 / PFLlib

IBM / differential-privacy-library

BUAA-BDA / OpenHuFu

gretelai / gretel-synthetics

OpenMined / PyDP

SAP-samples / machine-learning-diff-private-federated-learning

Guyanqi / Awesome-Privacy

Koukyosyumei / AIJack

opendp / smartnoise-core

opendp / opendp

wenzhu23333 / Differential-Privacy-Based-Federated-Learning

opendp / smartnoise-sdk

JeffffffFu / Awesome-Differential-Privacy-and-Meachine-Learning

usnistgov / PrivacyEngCollabSpace

apple / pfl-research

Jamie-Cui / awesome-secure-computation

owkin / FLamby

ChrisWaites / pyvacy

Billy1900 / Awesome-Differential-Privacy

lxuechen / private-transformers

opendp / smartnoise-samples

tiktok-privacy-innovation / PrivacyGo

BorealisAI / private-data-generation

PrivPkt / PrivPkt

greenelab / SPRINT_gan

vaikkunth / PrivacyFL

apple / ml-flair

liuyugeng / ML-Doctor

mplspunk / awesome-privacy-engineering

opendp / smartnoise-core-python

netsharecmu / NetShare