jgshu's repositories
flguard_eval
Personal evaluations of the FLGuard algorithm proposed by Nguyen et al.
aby3
A Three Party MPC framework for Machine learning and Databases
awesome-federated-learning-2
All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.
CrypTen
A framework for Privacy Preserving Machine Learning
crypten_vfl_demo
vertical federated learning demo with crypten
Defending-Against-Backdoors-with-Robust-Learning-Rate
The code of AAAI-21 paper titled "Defending against Backdoors in Federated Learning with Robust Learning Rate".
ditto
Ditto: Fair and Robust Federated Learning Through Personalization (ICML '21)
FedML
A Research-oriented Federated Learning Library. Supporting distributed computing, mobile/IoT on-device training, and standalone simulation. Best Paper Award at NeurIPS 2020 Federated Learning workshop. Join our Slack Community:(https://join.slack.com/t/fedml/shared_invite/zt-havwx1ee-a1xfOUrATNfc9DFqU~r34w)
FedProx
Federated Optimization in Heterogeneous Networks (MLSys '20)
FL-privacy-protection-survey
联邦学习隐私保护综述
frameworks
Sample code and build environments for MPC frameworks
GrouProx
FedGroup, An Clustered Federated Learning framework based on Tensorflow
MP-SPDZ
Versatile framework for multi-party computation
PyGrid
A Peer-to-peer Platform for Secure, Privacy-preserving, Decentralized Data Science
Rosetta
A Privacy-Preserving Framework Based on TensorFlow
SAFELearn
Secure Aggregation for FL
SCFMTL
隐私保护-集群联邦多任务学习
SecMML
SecMML: Secure MPC(multi-party computation) Machine Learning Framework
secretflow
A unified framework for privacy-preserving data analysis and machine learning
securenn-public
Implementation of protocols in SecureNN.
STC
stc
tf-encrypted
A Framework for Encrypted Machine Learning in TensorFlow