Topic: differential-privacy Goto Github

👇 Here are 317 public repositories matching this topic...

apple / ml-flair
differential-privacy,A large labelled image dataset for benchmarking in federated learning
Organization: apple
Home Page: https://proceedings.neurips.cc/paper_files/paper/2022/file/f64e55d03e2fe61aa4114e49cb654acb-Paper-Datasets_and_Benchmarks.pdf
dataset differential-privacy federated-learning

apple / pfl-research
differential-privacy,Simulation framework for accelerating research in Private Federated Learning
Organization: apple
Home Page: http://apple.github.io/pfl-research/
differential-privacy federated-learning federated-learning-framework machine-learning privacy

awslabs / fast-differential-privacy
differential-privacy,Fast, memory-efficient, scalable optimization of deep learning with differential privacy
Organization: awslabs
deep-learning differential-privacy neural-network privacy-preserving-machine-learning

billy1900 / awesome-differential-privacy
differential-privacy,Differential private machine learning
User: billy1900
Home Page: https://github.com/Billy1900/Differential-Privacy
differential-privacy differential-privacy-learning privacy-preserving differentially-private dpsgd differential-privacies survey

borealisai / private-data-generation
differential-privacy,A toolbox for differentially private data generation
Organization: borealisai
differential-privacy generative-adversarial-network generative-models graphical-models

brubinstein / diffpriv
differential-privacy,Easy differential privacy in R
User: brubinstein
Home Page: https://brubinstein.github.io/diffpriv/
r r-package differential-privacy diffpriv machine-learning data-science statistics

buaa-bda / openhufu
differential-privacy,OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.
Organization: buaa-bda
data-federation data-privacy data-security data-sharing differential-privacy federated-learning mpc multiparty-computation privacy-preserving secure-computation spatial-analysis spatial-data-analysis spatial-queries swarm-intelligence transportation

chriswaites / pyvacy
differential-privacy,Differentially Private Optimization for PyTorch 👁🙅‍♀️
User: chriswaites
differential-privacy pytorch

ebagdasa / pytorch-privacy
differential-privacy,simple Differential Privacy in PyTorch
User: ebagdasa
differential-privacy pytorch privacy

google / differential-privacy
differential-privacy,Google's differential privacy libraries.
Organization: google
privacy differential-privacy anonymization

greenelab / sprint_gan
differential-privacy,Privacy-preserving generative deep neural networks support clinical data sharing
Organization: greenelab
Home Page: http://www.biorxiv.org/content/early/2017/07/05/159756
gan generative-adversarial-network differential-privacy data-sharing neural-network supplement

gretelai / gretel-synthetics
differential-privacy,Synthetic data generators for structured and unstructured text, featuring differentially private learning.
Organization: gretelai
Home Page: https://gretel.ai/platform/synthetics
artificial-intelligence differential-privacy privacy synthetic-data tensorflow

guyanqi / awesome-privacy
differential-privacy,Repository for collection of research papers on privacy.
User: guyanqi
privacy differential-privacy awesome-list paper machine-learning learning-theory

hharcolezi / multi-freq-ldpy
differential-privacy,Multiple Frequency Estimation Under Local Differential Privacy in Python
User: hharcolezi
Home Page: https://pypi.org/project/multi-freq-ldpy/
differential-privacy local-differential-privacy rappor google microsoft data-privacy differential-privacy-algorithm dbitflippm frequency-estimation ldp-protocols

ibm / differential-privacy-library
differential-privacy,Diffprivlib: The IBM Differential Privacy Library
Organization: ibm
Home Page: https://diffprivlib.readthedocs.io
data-privacy differential-privacy machine-learning python

innovation-cat / awesome-federated-machine-learning
differential-privacy,Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
User: innovation-cat
federated-learning machine-learning deep-learning privacy-preserving-machine-learning computer-vision distributed-computing edge-computing security differential-privacy

interpretml / interpret
differential-privacy,Fit interpretable models. Explain blackbox machine learning.
Organization: interpretml
Home Page: https://interpret.ml/docs
machine-learning interpretability gradient-boosting blackbox scikit-learn xai interpretml interpretable-machine-learning interpretable-ai transparency

ipc-lab / private-ml-for-health
differential-privacy,Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)
Organization: ipc-lab
Home Page: https://arxiv.org/abs/2101.11693
federated-learning differential-privacy secure-multi-party-computation deep-learning deep-neural-network medical-image-processing medical-application privacy machine-learning opacus

jamie-cui / awesome-secure-computation
differential-privacy,Awesome list for cryptographic secure computation paper. This repo includes *Lattice*, *DifferentialPrivacy*, *MPC* and also a comprehensive summary for top conferences.
User: jamie-cui
cryptography papers awesome-list homomorphic-encryption differential-privacy mpc privacy privacy-enhancing-technologies lattice ot-extension

jefffffffu / awesome-differential-privacy-and-meachine-learning
differential-privacy,机器学习和差分隐私的论文笔记和代码仓
User: jefffffffu
deep-learning privacy differential-privacy dpsgd federated-learning

kaiiyer / rajappan
differential-privacy,An All in one Project for Digital Privacy. A step towards a PRIVATE FUTURE
User: kaiiyer
Home Page: https://kaiiyer.co/rajappan/
security privacy tools articles rajappan bugbounty cybersecurity differential-privacy internet-freedom conference

kamathhrishi / pate
differential-privacy,Pytorch implementation of paper Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data (https://arxiv.org/abs/1610.05755)
User: kamathhrishi
deep-learning differential-privacy privacy

kaylode / k-anonymity
differential-privacy,Evaluating variety of k-Anonymity techniques.
User: kaylode
k-anonymity differential-privacy data-privacy

koukyosyumei / aijack
differential-privacy,Security and Privacy Risk Simulator for Machine Learning (arXiv:2312.17667)
User: koukyosyumei
security machine-learning adversarial-attacks adversarial-examples adversarial-machine-learning membership-inference model-inversion-attacks evasion-attack poisoning-attacks privacy

liuyugeng / ml-doctor
differential-privacy,Code for ML Doctor
User: liuyugeng
machine-learning membership-inference-attack attribute-inference-attack model-inversion-attacks model-stealing differential-privacy knowledge-distillation

lxuechen / private-transformers
differential-privacy,A codebase that makes differentially private training of transformers easy.
User: lxuechen
Home Page: https://arxiv.org/abs/2110.05679
differential-privacy nlp transformers deep-learning pytorch huggingface-transformers

mbrg / differential-privacy
differential-privacy,Naive implementation of basic Differential-Privacy framework and algorithms
User: mbrg
differential-privacy

microsoft / dpsda
differential-privacy,[ICLR 2024] Generating DP Synthetic Data without Training
Organization: microsoft
differential-privacy foundation-models synthetic-data training-free

mplspunk / awesome-privacy-engineering
differential-privacy,A curated list of resources related to privacy engineering
User: mplspunk
anonymization consent-management de-identification differential-privacy federated-learning privacy-by-default privacy-by-design privacy-engineering privacy-enhancing-technologies privacy-tools

mrtzh / privatemultiplicativeweights.jl
differential-privacy,Differentially private synthetic data
User: mrtzh
differential-privacy julia histogram

netsharecmu / netshare
differential-privacy,(SIGCOMM '22) Practical GAN-based Synthetic IP Header Trace Generation using NetShare
Organization: netsharecmu
Home Page: https://www.pcapshare.com/
gan gans gans-models generative-adversarial-network netflow netflow-data netflow-v9 pcap pcap-generator synthetic-data

opendp / opendp
differential-privacy,The core library of differential privacy algorithms powering the OpenDP Project.
Organization: opendp
Home Page: https://opendp.org
opendp differential-privacy privacy dp-programming-framework opendp-commons

opendp / smartnoise-core
differential-privacy,Differential privacy validator and runtime
Organization: opendp
smartnoise privacy opendp differential-privacy

opendp / smartnoise-core-python
differential-privacy,Python language bindings for smartnoise-core.
Organization: opendp
differential-privacy opendp privacy smartnoise

opendp / smartnoise-samples
differential-privacy,Code samples and documentation for SmartNoise differential privacy tools
Organization: opendp
smartnoise opendp differential-privacy privacy

opendp / smartnoise-sdk
differential-privacy,Tools and service for differentially private processing of tabular and relational data
Organization: opendp
privacy differential-privacy opendp smartnoise

openmined / pydp
differential-privacy,The Python Differential Privacy Library. Built on top of: https://github.com/google/differential-privacy
Organization: openmined
python-wrapper cpp differential-privacy python hacktoberfest

owkin / flamby
differential-privacy,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.
Organization: owkin
Home Page: https://owkin.github.io/FLamby/
dataset deep-learning differential-privacy federated-learning healthcare machine-learning python

privpkt / privpkt
differential-privacy,Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference Attack, Encrypted Traffic Classification)
Organization: privpkt
differential-privacy federated-learning encrypted-traffic traffic-classification neural-network collaborative-learning membership-inference-attack

pytorch / opacus
differential-privacy,Training PyTorch models with differential privacy
Organization: pytorch
Home Page: https://opacus.ai
differential-privacy privacy-preserving-machine-learning deep-learning machine-learning neural-network pytorch

samuel-maddock / pure-ldp
differential-privacy,Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.
User: samuel-maddock
local-differential-privacy ldp differential-privacy apple google rappor data-privacy

sap-samples / machine-learning-diff-private-federated-learning
differential-privacy,Simulate a federated setting and run differentially private federated learning.
Organization: sap-samples
Home Page: https://arxiv.org/abs/1712.07557v1
machine-learning security federated-learning differential-privacy sample sample-code

secretflow / secretflow
differential-privacy,A unified framework for privacy-preserving data analysis and machine learning
Organization: secretflow
Home Page: https://www.secretflow.org.cn/docs/secretflow/en/
differential-privacy homomorphic-encryption machine-learning privacy-preserving private-set-intersection secure-multiparty-computation trusted-execution-environment data-analysis federated-learning split-learning confidential-computing

sisaman / lpgnn
differential-privacy,Locally Private Graph Neural Networks (ACM CCS 2021)
User: sisaman
Home Page: https://arxiv.org/abs/2006.05535
graph-neural-networks differential-privacy deep-learning pytorch pytorch-geometric graph-deep-learning deep-graph-library

tiktok-privacy-innovation / privacygo
differential-privacy,Synergistic fusion of privacy-enhancing technologies for enhanced privacy protection.
Organization: tiktok-privacy-innovation
Home Page: https://privacyinnovation.io/
differential-privacy privacy-enhancing-technologies secure-multiparty-computation

tsingz0 / fl-iot
differential-privacy,This is a platform containing the datasets and federated learning algorithms in IoT environments.
User: tsingz0
communication differential-privacy distributed-systems federated-learning heterogeneity human-activity-recognition iot machine-learning personalization platform

tsingz0 / pfllib
differential-privacy,We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study
User: tsingz0
non-iid federated-learning personalization pytorch python distributed-computing heterogeneity differential-privacy privacy imagenet

usnistgov / privacyengcollabspace
differential-privacy,Privacy Engineering Collaboration Space
Organization: usnistgov
Home Page: https://www.nist.gov/itl/applied-cybersecurity/privacy-engineering/collaboration-space
differential-privacy disassociability risk-management

vaikkunth / privacyfl
differential-privacy,A Simulator for Privacy Preserving Federated Learning
User: vaikkunth
differential-privacy multiparty-computation federated-learning

wenzhu23333 / differential-privacy-based-federated-learning
differential-privacy,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. )
User: wenzhu23333
federated-learning differential-privacy privacy pytorch deep-learning laplace gaussian