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2k-power-residue

BHJL13- Efficient Cryptosystems From 2k-th Power Residue Symbols (Gnu Muti Precision GMP)JL加密算法

aby

ABY - A Framework for Efficient Mixed-protocol Secure Two-party Computation

aijack

Security and Privacy Risk Simulator for Machine Learning

chinese-clip

Chinese version of CLIP which achieves Chinese cross-modal retrieval and representation generation.

covid-chestxray-dataset

We are building an open database of COVID-19 cases with chest X-ray or CT images.

crypten

CrypTen 是一个基于 PyTorch 的隐私保护机器学习框架

cryptgpu

cryptonets

CryptoNets 是对使用同态加密加密的数据使用神经网络的演示

datum-network-manager

隐私计算网络管理平台

e3

E3: Encrypt-Everything-Everywhere framework for compiling C++ programs with encrypted operands.

efficient-fedrec

Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation

ezpc

CrypTFlow：用于安全 TensorFlow 推理的端到端系统

fedadmm

This Matlab package solves federated learning problems via inexact ADMM

fedasync

simulation of the asynchronous federated learning system of paper "Asynchronous Federated Optimization"

fedavg_encrypt

FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, differential privacy includes Laplacian mechanism differential privacy and Gaussian mechanism differential privacy.

fedavgpy

On the Convergence of FedAvg on Non-IID Data

fedbn

[ICLR'21] FedBN: Federated Learning on Non-IID Features via Local Batch Normalization

federated-grade-prediction

利用联邦学习进行高校学生成绩预测研究，并使用Streamlit搭建了简易的可视化平台

federated-learning-with-friend-discovery-and-model-substitution-

Source code for paper: Friends to Help: Saving Federated Learning from Client Dropout

fedml

FedML - The federated learning and analytics library enabling secure and collaborative machine learning on decentralized data anywhere at any scale. Supporting large-scale cross-silo federated learning, cross-device federated learning on smartphones/IoTs, and research simulation. MLOps and App Marketplace are also enabled (https://open.fedml.ai).

fedpd

Federated Primal-Dual Algorithm

fedprox

Federated Optimization in Heterogeneous Networks (MLSys '20)

fppdl

code for TPDS paper "Towards Fair and Privacy-Preserving Federated Deep Models"

fully-homomorphic-encryption

An FHE compiler for C++ From Google

gana-fact-ai

gflminiprogram

this is a federated learning software with GFL made by zju-dai

helib

HElib is an open-source software library that implements homomorphic encryption. It supports the BGV scheme with bootstrapping and the Approximate Number CKKS scheme. HElib also includes optimizations for efficient homomorphic evaluation, focusing on effective use of ciphertext packing techniques and on the Gentry-Halevi-Smart optimizations.

homomorphic-encryption-and-federated-learning-based-privacy-preserving-cnn-training-

Homomorphic-Encryption-and-Federated-Learning-based-Privacy-Preserving-CNN-Training-

hub1

hybrid-privacy-preserving-deep-learning

一种用于超高分辨率卫星图像中对象分类的混合隐私保护深度学习方法