51 results found Sort:

366
3.1k
apache-2.0
116
Google's differential privacy libraries.
Created 2019-09-04
224 commits to main branch, last one a day ago
406
2.3k
apache-2.0
46
A unified framework for privacy-preserving data analysis and machine learning
Created 2022-04-15
409 commits to main branch, last one 9 days ago
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
Created 2019-10-19
131 commits to master branch, last one 9 months ago
355
1.7k
apache-2.0
46
Training PyTorch models with differential privacy
Created 2019-12-07
752 commits to main branch, last one 2 days ago
325
1.6k
gpl-2.0
12
37 traditional FL (tFL) or personalized FL (pFL) algorithms, 3 scenarios, and 24 datasets. www.pfllib.com/
Created 2020-09-02
583 commits to master branch, last one about a month ago
Diffprivlib: The IBM Differential Privacy Library
Created 2019-06-18
579 commits to main branch, last one about a month ago
289
726
apache-2.0
5
OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.
Created 2021-07-29
224 commits to main branch, last one 3 months ago
Synthetic data generators for structured and unstructured text, featuring differentially private learning.
Created 2020-03-02
352 commits to master branch, last one 20 days ago
138
506
apache-2.0
19
The Python Differential Privacy Library. Built on top of: https://github.com/google/differential-privacy
Created 2019-09-15
738 commits to dev branch, last one 4 months ago
Simulate a federated setting and run differentially private federated learning.
Created 2018-02-12
67 commits to main branch, last one 6 months ago
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. )
Created 2022-03-08
57 commits to master branch, last one 3 months ago
Paper notes and code for differentially private machine learning
Created 2022-08-01
50 commits to master branch, last one 2 months ago
55
340
mit
14
The core library of differential privacy algorithms powering the OpenDP Project.
Created 2021-02-06
726 commits to main branch, last one 2 days ago
Repository for collection of research papers on privacy.
Created 2019-01-14
49 commits to master branch, last one 6 months ago
35
313
apache-2.0
21
Simulation framework for accelerating research in Private Federated Learning
Created 2023-12-15
91 commits to develop branch, last one 8 days ago
Tools and service for differentially private processing of tabular and relational data
Created 2019-09-23
718 commits to main branch, last one 11 days ago
Privacy Engineering Collaboration Space
Created 2018-10-12
354 commits to master branch, last one 8 months ago
Awesome list for cryptographic secure computation paper. This repo includes *Lattice*, *DifferentialPrivacy*, *MPC* and also a comprehensive summary for top conferences.
Created 2019-03-12
86 commits to master branch, last one about a month ago
25
205
mit
9
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.
Created 2022-02-24
919 commits to main branch, last one 7 months ago
Differential private machine learning
Created 2019-11-04
97 commits to master branch, last one 2 years ago
A codebase that makes differentially private training of transformers easy.
Created 2021-10-23
120 commits to main branch, last one 2 years ago
Synergistic fusion of privacy-enhancing technologies for enhanced privacy protection.
Created 2023-04-13
11 commits to main branch, last one 6 days ago
Code samples and documentation for SmartNoise differential privacy tools
This repository has been archived (exclude archived)
Created 2020-02-12
250 commits to master branch, last one 3 years ago
A toolbox for differentially private data generation
Created 2019-12-12
5 commits to master branch, last one 3 years ago
21
122
mit
4
Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference Attack, Encrypted Traffic Classification)
Created 2019-12-01
61 commits to master branch, last one about a year ago
Fast, memory-efficient, scalable optimization of deep learning with differential privacy
Created 2022-11-20
196 commits to main branch, last one 22 days ago
15
94
other
10
A large labelled image dataset for benchmarking in federated learning
Created 2020-12-09
6 commits to main branch, last one 11 months ago