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Search results for differential privacy
differential-privacy
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102 search results found
Interpret
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5,992
Fit interpretable models. Explain blackbox machine learning.
Differential Privacy
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2,902
Google's differential privacy libraries.
Secretflow
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2,101
A unified framework for privacy-preserving data analysis and machine learning
Opacus
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1,535
Training PyTorch models with differential privacy
Awesome Federated Machine Learning
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1,425
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
Pfllib
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1,176
We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study
Differential Privacy Library
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753
Diffprivlib: The IBM Differential Privacy Library
Openhufu
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699
OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.
Gretel Synthetics
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490
Synthetic data generators for structured and unstructured text, featuring differentially private learning.
Pydp
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460
The Python Differential Privacy Library. Built on top of: https://github.com/google/differential-privacy
Machine Learning Diff Private Federated Learning
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339
Simulate a federated setting and run differentially private federated learning.
Smartnoise Core
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289
Differential privacy validator and runtime
Aijack
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283
Security and Privacy Risk Simulator for Machine Learning
Opendp
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258
The core library of differential privacy algorithms powering the OpenDP Project.
Smartnoise Sdk
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236
Tools and service for differentially private processing of tabular and relational data
Awesome Privacy
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234
Repository for collection of research papers on privacy.
Differential Privacy Based Federated Learning
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212
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. )
Privacyengcollabspace
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204
Privacy Engineering Collaboration Space
Flamby
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177
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.
Awesome Secure Computation
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171
Awesome list for cryptographic secure computation paper. This repo includes *Lattice*, *DifferentialPrivacy*, *MPC* and also a comprehensive summary for top conferences.
Awesome Differential Privacy And Meachine Learning
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163
机器学习和差分隐私的论文笔记和代码仓
Smartnoise Samples
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103
Code samples and documentation for SmartNoise differential privacy tools
Privpkt
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81
Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference Attack, Encrypted Traffic Classification)
Sprint_gan
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79
Privacy-preserving generative deep neural networks support clinical data sharing
Awesome Differential Privacy
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77
Differential private machine learning
Smartnoise Core Python
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76
Python language bindings for smartnoise-core.
Ml Doctor
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74
Code for ML Doctor
Pyvacy
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73
👁🙅♀️Differentially Private Optimization Algorithms for PyTorch
Private Transformers
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69
make differentially private training of transformers easy
Netshare
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59
(SIGCOMM '22) Practical GAN-based Synthetic IP Header Trace Generation using NetShare
Diffpriv
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58
Easy differential privacy in R
Pure Ldp
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57
Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.
Privacygo
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51
Synergistic fusion of privacy-enhancing technologies for enhanced privacy protection.
Awesome Privacy Engineering
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47
A curated list of resources related to privacy engineering
Rajappan
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44
An All in one Project for Digital Privacy. A step towards a PRIVATE FUTURE
K Anonymity
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43
Evaluating variety of k-Anonymity techniques.
Privatemultiplicativeweights.jl
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41
Differentially private synthetic data
Privacyfl
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39
A Simulator for Privacy Preserving Federated Learning
Lpgnn
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39
Locally Private Graph Neural Networks (ACM CCS 2021)
Differential Privacy
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37
Naive implementation of basic Differential-Privacy framework and algorithms
Private Data Generation
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32
A toolbox for differentially private data generation
Dpsda
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31
[ICLR 2024] Generating DP Synthetic Data without Training
Federated_pca
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27
Federated Principal Component Analysis Revisited!
Sdnist
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25
SDNist: Benchmark data and evaluation tools for data synthesizers.
Dp_cgans
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24
A library to generate synthetic tabular or RDF data using Conditional Generative Adversary Networks (GANs) combined with Differential Privacy techniques.
Multi Freq Ldpy
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24
Multiple Frequency Estimation Under Local Differential Privacy in Python
Fkge
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23
Code for CIKM 2021 paper: Differentially Private Federated Knowledge Graphs Embedding (https://arxiv.org/abs/2105.07615)
Gap
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23
GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation (USENIX Security '23)
Pate
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23
Pytorch implementation of paper Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data (https://arxiv.org/abs/1610.05755)
Differential Privacy Bayesian Optimization
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22
This repo contains the underlying code for all the experiments from the paper: "Automatic Discovery of Privacy-Utility Pareto Fronts"
Dpart
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21
dpart: General, flexible, and scalable framework for differentially private synthetic data generation, developed by hazy.
Anonymisation
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20
Repertoire sur l'anonymisation
Federated
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18
Bachelor's Thesis in Computer Science: Privacy-Preserving Federated Learning Applied to Decentralized Data
Dcr
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18
A PoC framework to orchestrate interoperable Differentially Private Data Clean Room Services using Intel SGX hardware as root of trust.
Recsys2021 Pursuing Privacy
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18
Material supporting the tutorial "Pursuing Privacy in Recommender Systems: The View of Users and Researchers from Regulations to Applications" held at the 15th ACM Conference on Recommender Systems in Amsterdam, Netherlands
Greynsights
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18
Privacy-Preserving Data Analysis using Pandas
Qrlew
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18
Private Ml For Health
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18
Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)
Private Cross Silo Fl
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17
[NeurIPS 2022] JAX/Haiku implementation of "On Privacy and Personalization in Cross-Silo Federated Learning"
Dpcreator
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16
Web application to demonstrate differential privacy using the OpenDP Core library
Openprivacytech.org
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15
Welcome to our official website
Privacy Preserving Bandits
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14
Privacy-Preserving Bandits (MLSys'20)
Datalens
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13
[CCS 2021] "DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation" by Boxin Wang*, Fan Wu*, Yunhui Long*, Luka Rimanic, Ce Zhang, Bo Li
Srijan Gsoc 2020
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12
Healthcare-Researcher-Connector Package: Federated Learning tool for bridging the gap between Healthcare providers and researchers
Sagemaker Privacy For Nlp
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12
A solution that helps apply a privacy preserving mechanism to NLP data, using Amazon SageMaker.
Dp Sniper
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12
A machine-learning-based tool for discovering differential privacy violations in black-box algorithms.
Apple Differential Privacy
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11
Apple Differential Privacy Implementation
Ldp Protocols Mobility Cdrs
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11
Implementation of local differential privacy in Python language.
Pytorch Privacy
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11
simple Differential Privacy in PyTorch
Ai Sdc
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11
Collection of tools and resources for managing the statistical disclosure control of trained machine learning models
Pets Bootcamp
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11
A collection of demos and utilities prepared ahead of the Vector Institute Privacy Enhancing Techniques (PETs) Bootcamp.
Bsc Thesis
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10
🎓🔒 Creating, Analyzing and Testing Differential Privacy Protocols, aiming in Data Protection and Anonymization.
Amun
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10
Amun is a framework that achieves privacy-preserving process mining using differential privacy.
Diffprivacyinference.jl
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10
A program to automatically infer differential privacy properties of your julia source code.
Ldptrace
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9
Source code for LDPTrace: Locally Differentially Private Trajectory Synthesis. VLDB 2023.
Loloha
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9
Repository for the EDBT'23 paper "Frequency Estimation of Evolving Data Under Local Differential Privacy".
Raopt
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9
Reconstruction Attack on Differential Private Trajectory Protection Mechanisms
Javadp
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8
Differential privacy implementation in the Java family of languages (Java, Kotlin, Scala etc...)
Encrypted_ai_finance
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8
Credit Approval Classification Deep Learning Model using Differential Drivacy, Secure Multi-Party Computation, and Federated Learning
Data Privacy Uga
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8
Data Privacy - CSCI 6900, Fall '16
Fedboosting
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8
Official implementation for paper "FedBoosting: Federated Learning with Gradient Protected Boosting for Text Recognition"
Cleaninsights Android Sdk
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7
This repo has MOVED to Gitlab
Ldp Fairness Impact
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7
Repository for the DBSec 2023 paper "(Local) Differential Privacy has NO Disparate Impact on Fairness"
Spark Privacy Preserver
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7
Anonymizing Library for Apache Spark
Dp2
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7
Official JAX/Haiku implementation of the paper "Differentially Private Adaptive Optimization with Delayed Preconditioners"
Federated_he
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7
Federated learning with homomorphic encryption enables multiple parties to securely co-train artificial intelligence models in pathology and radiology, reaching state-of-the-art performance with privacy guarantees.
Dp_lab
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7
DPLab: Benchmarking Differential Privacy Aggregation Operations
Dp_cnn
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6
Differential privacy application of CNN in Computer Vision
Private_vision
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6
Secure Private Ai Facebook Scholarship Keystone Project
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6
Secure & Private AI Facebook Scholarship-KeyStone Project
Private Ai
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6
Repo for Udacity's Secure & Private AI coursework and also includes projects related to #60daysofudacity
Thresholdout Explorations
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6
playing with Dwork's adaptive holdout and how to use it for a grid-search
Blog
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6
Building knowledge on differential privacy from scratch... among other things.
Linkteller
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5
LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis
Lightdp
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5
A light-weight imperative language for developing provably privacy-preserving algorithms
Dp Pir
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5
Differentially Private Information Retrieval
Nist_differential_privacy_synthetic_data_challenge
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5
UCLANesl - NIST Differential Privacy Challenge (Match 3)
Dpsgd Optimizer
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5
Amortized version of the differentially private SGD algorithm published in "Deep Learning with Differential Privacy" by Abadi et al. Enforces privacy by clipping and sanitising the gradients with Gaussian noise during training.
Differential Privacy
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5
Differential Privacy Algorithms in JS
Privacy_enhancing_technologies_portfolio
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5
This repository contains projects applying privacy-enhancing technologies.
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