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27 search results found

Secretflow ⭐ 2,101

A unified framework for privacy-preserving data analysis and machine learning

Awesome Federated Machine Learning ⭐ 1,425

Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond

Pfllib ⭐ 1,147

We expose this user-friendly algorithm library (with an integrated evaluation platform) for beginners who intend to start federated learning (FL) study

Openhufu ⭐ 699

OpenHuFu is an open-sourced data federation system to support collaborative queries over multi databases with security guarantee.

Machine Learning Diff Private Federated Learning ⭐ 339

Simulate a federated setting and run differentially private federated learning.

Security and Privacy Risk Simulator for Machine Learning

Differential Privacy Based Federated Learning ⭐ 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. )

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 Differential Privacy And Meachine Learning ⭐ 163

机器学习和差分隐私的论文笔记和代码仓

Privacy Preserving Collaborative Encrypted Network Traffic Classification (Differential Privacy, Federated Learning, Membership Inference Attack, Encrypted Traffic Classification)

Awesome Privacy Engineering ⭐ 47

A curated list of resources related to privacy engineering

Privacyfl ⭐ 39

A Simulator for Privacy Preserving Federated Learning

Federated_pca ⭐ 27

Federated Principal Component Analysis Revisited!

Code for CIKM 2021 paper: Differentially Private Federated Knowledge Graphs Embedding (https://arxiv.org/abs/2105.07615)

Private Ml For Health ⭐ 18

Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)

Federated ⭐ 18

Bachelor's Thesis in Computer Science: Privacy-Preserving Federated Learning Applied to Decentralized Data

Recsys2021 Pursuing Privacy ⭐ 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

Private Cross Silo Fl ⭐ 17

[NeurIPS 2022] JAX/Haiku implementation of "On Privacy and Personalization in Cross-Silo Federated Learning"

Openprivacytech.org ⭐ 15

Welcome to our official website

Privacy Preserving Bandits ⭐ 14

Privacy-Preserving Bandits (MLSys'20)

Srijan Gsoc 2020 ⭐ 12

Healthcare-Researcher-Connector Package: Federated Learning tool for bridging the gap between Healthcare providers and researchers

Pets Bootcamp ⭐ 11

A collection of demos and utilities prepared ahead of the Vector Institute Privacy Enhancing Techniques (PETs) Bootcamp.

Fedboosting ⭐ 8

Official implementation for paper "FedBoosting: Federated Learning with Gradient Protected Boosting for Text Recognition"

Encrypted_ai_finance ⭐ 8

Credit Approval Classification Deep Learning Model using Differential Drivacy, Secure Multi-Party Computation, and Federated Learning

Federated_he ⭐ 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.

Secure Private Ai Facebook Scholarship Keystone Project ⭐ 6

Secure & Private AI Facebook Scholarship-KeyStone Project

Secure Federated Learning ⭐ 5

Secure Federated Learning Framework with Encryption Aggregation and Integer Encoding Method.

1-27 of 27 search results

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