differential-privacy

There are 37 repositories under differential-privacy topic.

interpretml / interpret
Fit interpretable models. Explain blackbox machine learning.
ai artificial-intelligence bias blackbox differential-privacy explainability explainable-ai explainable-ml gradient-boosting iml interpretability interpretable-ai interpretable-machine-learning interpretable-ml interpretml machine-learning scikit-learn transparency xai
Language:C++ 6678
google / differential-privacy
Google's differential privacy libraries.
anonymization differential-privacy privacy
Language:Go 3215
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 2527
innovation-cat / Awesome-Federated-Machine-Learning
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
computer-vision deep-learning differential-privacy distributed-computing edge-computing federated-learning machine-learning privacy-preserving-machine-learning security
2000
TsingZ0 / PFLlib
Master Federated Learning in 2 Hours—Run It on Your PC!
non-iid federated-learning personalization pytorch python distributed-computing heterogeneity differential-privacy privacy imagenet domainnet iot attack dlg privacy-protection
Language:Python 1901
pytorch / opacus
Training PyTorch models with differential privacy
deep-learning differential-privacy machine-learning neural-network privacy-preserving-machine-learning pytorch
Language:Jupyter Notebook 1848
IBM / differential-privacy-library
Diffprivlib: The IBM Differential Privacy Library
differential-privacy data-privacy machine-learning python
Language:Python 887
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 transportation
Language:Java 731
gretelai / gretel-synthetics
Synthetic data generators for structured and unstructured text, featuring differentially private learning.
artificial-intelligence differential-privacy privacy synthetic-data tensorflow
Language:Python 658
mostlyai
mostly-ai / mostlyai
Synthetic Data SDK ✨
differential-privacy generative-ai machine-learning privacy-enhancing-technologies synthetic-data synthetic-data-generation synthetic-data-generator
Language:Python 637
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 532
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++ 408
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 399
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 381
opendp / opendp
The core library of differential privacy algorithms powering the OpenDP Project.
differential-privacy dp-programming-framework opendp opendp-commons privacy
Language:Rust 379
JeffffffFu / Awesome-Differential-Privacy-and-Meachine-Learning
Paper notes and code for differentially private machine learning
deep-learning privacy differential-privacy dpsgd federated-learning
Language:Python 357
Guyanqi / Awesome-Privacy
Repository for collection of research papers on privacy.
awesome-list differential-privacy learning-theory machine-learning paper privacy
341
apple / pfl-research
Simulation framework for accelerating research in Private Federated Learning
differential-privacy federated-learning federated-learning-framework machine-learning privacy
Language:Jupyter Notebook 338
opendp / smartnoise-core
Differential privacy validator and runtime
smartnoise privacy opendp differential-privacy
Language:Rust 291
opendp / smartnoise-sdk
Tools and service for differentially private processing of tabular and relational data
privacy differential-privacy opendp smartnoise
Language:Python 280
usnistgov / PrivacyEngCollabSpace
Privacy Engineering Collaboration Space
differential-privacy risk-management disassociability
Language:Python 269
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 218
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.
cryptography papers awesome-list homomorphic-encryption differential-privacy mpc privacy privacy-enhancing-technologies lattice ot-extension paper oblivious-transfer paper-summary secure-protocols private-set-intersection psi pir fss private-information-retrieval secure-computation
215
Billy1900 / Awesome-Differential-Privacy
Differential private machine learning
differential-privacy differential-privacy-learning privacy-preserving differentially-private dpsgd differential-privacies survey
Language:Python 195
ChrisWaites / pyvacy
Differentially Private Optimization for PyTorch 👁🙅‍♀️
differential-privacy pytorch
Language:Python 187
lxuechen / private-transformers
A codebase that makes differentially private training of transformers easy.
deep-learning differential-privacy huggingface-transformers nlp pytorch transformers
Language:Python 175
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
158
tiktok-privacy-innovation / PrivacyGo
Synergistic fusion of privacy-enhancing technologies for enhanced privacy protection.
differential-privacy privacy-enhancing-technologies secure-multiparty-computation
Language:C++ 155
opendp / smartnoise-samples
Code samples and documentation for SmartNoise differential privacy tools
smartnoise opendp differential-privacy privacy
Language:Jupyter Notebook 134
BorealisAI / private-data-generation
A toolbox for differentially private data generation
differential-privacy generative-adversarial-network generative-models graphical-models
Language:Python 132
awslabs / fast-differential-privacy
Fast, memory-efficient, scalable optimization of deep learning with differential privacy
deep-learning differential-privacy neural-network privacy-preserving-machine-learning
Language:Python 130
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 126
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
microsoft / DPSDA
Private Evolution: Generating DP Synthetic Data without Training [ICLR 2024, ICML 2024 Spotlight]
differential-privacy foundation-models synthetic-data training-free private-evolution
Language:Python 101
apple / ml-flair
A large labelled image dataset for benchmarking in federated learning
dataset differential-privacy federated-learning
Language:Jupyter Notebook 100
vaikkunth / PrivacyFL
A Simulator for Privacy Preserving Federated Learning
differential-privacy multiparty-computation federated-learning
Language:Python 94

differential-privacy

interpretml / interpret

google / differential-privacy

secretflow / secretflow

innovation-cat / Awesome-Federated-Machine-Learning

TsingZ0 / PFLlib

pytorch / opacus

IBM / differential-privacy-library

BUAA-BDA / OpenHuFu

gretelai / gretel-synthetics

mostly-ai / mostlyai

OpenMined / PyDP

Koukyosyumei / AIJack

wenzhu23333 / Differential-Privacy-Based-Federated-Learning

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

opendp / opendp

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

Guyanqi / Awesome-Privacy

apple / pfl-research

opendp / smartnoise-core

opendp / smartnoise-sdk

usnistgov / PrivacyEngCollabSpace

owkin / FLamby

Jamie-Cui / awesome-secure-computation

Billy1900 / Awesome-Differential-Privacy

ChrisWaites / pyvacy

lxuechen / private-transformers

mplspunk / awesome-privacy-engineering

tiktok-privacy-innovation / PrivacyGo

opendp / smartnoise-samples

BorealisAI / private-data-generation

awslabs / fast-differential-privacy

PrivPkt / PrivPkt

greenelab / SPRINT_gan

microsoft / DPSDA

apple / ml-flair

vaikkunth / PrivacyFL