split-learning

There are 3 repositories under split-learning topic.

secretflow / secretflow
A unified framework for privacy-preserving data analysis and machine learning
differential-privacy homomorphic-encryption machine-learning privacy-preserving private-set-intersection secure-multiparty-computation trusted-execution-environment data-analysis federated-learning split-learning confidential-computing
Language:Python 2189
Minki-Kim95 / Federated-Learning-and-Split-Learning-with-raspberry-pi
SRDS 2020: End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things
federated-learning distributed-computing deep-learning pytorch python split-learning raspberry-pi
Language:Jupyter Notebook 90
WesleyHsieh0806 / C3-SL
C3-SL: Circular Convolution-Based Batch-Wise Compression for Communication-Efficient Split Learning (IEEE MLSP 2022)
communication-efficient computer-vision deep-learning machine-learning split-learning
Language:Python 69
Koukyosyumei / Attack_SplitNN
reveal the vulnerabilities of SplitNN
splitnn split-learning model-inversion membership-inference-attack model-inversion-attacks membership-inference privacy security-vulnerability attack-splitnn leakage paper attack notebook
Language:Python 27
kyuyeonpooh / split-learning-1d-cnn
Source codes of paper "Can We Use Split Learning on 1D CNN for Privacy Preserving Training?"
1d-cnn ecg-classification mit-bih-arrhythmia split-learning
Language:Jupyter Notebook 20
zlijingtao / ResSFL
Official Repository for ResSFL (accepted by CVPR '22)
federated-learning machine-learning split-learning
Language:Shell 19
PR-Desai2226 / Credit-card-fraud-detection-using-Federated-Learning-and-Split-Learning
Comparison b/w Federated Learning & Split Learning for credit card fraud detection dataset using Pytorch
pytorch federated-learning split-learning credit-card-fraud-detection
Language:Jupyter Notebook 18
jtirana98 / SFL-workflow-optimization
distributed-learning federated-learning split-learning optimizing-workflow
Language:Python 11
MultiHop-Federeated-Split-Learning
jtirana98 / MultiHop-Federeated-Split-Learning
Framework that supports pipeline federated split learning with multiple hops.
distributed-machine-learning federated-learning libtorch split-learning
Language:C++ 10
ege-erdogan / splitguard
Supplementary code for the paper "SplitGuard: Detecting and MitigatingTraining-Hijacking Attacks in Split Learning"
machine-learning privacy security split-learning
Language:Jupyter Notebook 9
jtirana98 / adHOC-SL
federated-learning non-iid split-learning feature-imbalance label-imbalance
Language:Python 6
jtirana98 / NIID-Bench-adhocSL
testing adhocSL
data-sharing federated-learning non-iid-data split-learning
Language:Python 4
Aadit3003 / split-learning-healthcare
Split learning for privacy-preserving healthcare, and threats and defensive techniques for decentralized learning. (with Prof. Vinay Chamola)
split-learning threat-models
Language:Jupyter Notebook 2
evanwrm / split-learning-demo
Simple Split Learning setup. Proof of Concept & testbed
federated-learning privacy-enhancing-technologies split-learning
Language:Python 2
qwer556617123 / DP-FSL
Code and data accompanying the DP-FSL paper
anomaly-detection differential-privacy federated-learning split-learning
Language:Python 0
mma735 / TFM-DS
Comparison of distributed machine learning techniques applied to openly available datasets
distributed-deep-learning distributed-machine-learning federated-learning gossip-learning open-dataset privacy split-learning
Language:Jupyter Notebook