secretflow/secretflow

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

Language: Python - Size: 198 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 2,468 - Forks: 443

srijith1996/FSL-SAGE

Federated Split Learning via Smashed Activation Gradient Estimation

Language: Python - Size: 195 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

AnonymWriter/CycleSL

CycleSL: Server-Client Cyclical Update Driven Scalable Split Learning

Language: Python - Size: 146 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

jtirana98/MultiHop-Federeated-Split-Learning

Framework that supports pipeline federated split learning with multiple hops.

Language: C++ - Size: 1.77 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 12 - Forks: 1

carnotbraun/ecopredict

Framework of Distributed Learning in Vehicular Networks

Language: Jupyter Notebook - Size: 5.8 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

AmazingDD/EC-SNN

Official code for "EC-SNN: Splitting Deep Spiking Neural Networks on Edge Devices" (IJCAI2024)

Language: Python - Size: 2.16 MB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 6 - Forks: 0

ege-erdogan/splitguard

Supplementary code for the paper "SplitGuard: Detecting and MitigatingTraining-Hijacking Attacks in Split Learning"

Language: Jupyter Notebook - Size: 57.6 KB - Last synced at: 3 months ago - Pushed at: 6 months ago - Stars: 9 - Forks: 0

Andron00e/JAST 📦

''Just a Simple Transformation is Enough for Data Protection in Vertical Federated Learning''

Language: Jupyter Notebook - Size: 3.79 MB - Last synced at: 4 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 1

gxy110/GRAMSSAT

Code of the paper GRAMSSAT: An Efficient Label Inference Attack against Two-party Split Learning based on Gradient Matching and Semi-supervised Learning.

Language: Python - Size: 58.6 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

jtirana98/SL-tutorial

Coding tutorial for Split Learning

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AierLab/ModelSL

**Model-SL** is an innovative project that implements **Split Learning** with **adaptive encryption and decryption models**. These models are parameterized and run locally on user devices, leveraging **user history data** to train and fine-tune their parameters, enabling personalized and robust encryption-decryption mechanisms.

Language: Shell - Size: 13.7 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

Nokia-Bell-Labs/data-centric-federated-learning

Enhancing Efficiency in Multidevice Federated Learning through Data Selection

Language: Python - Size: 1.93 MB - Last synced at: 7 months ago - Pushed at: about 1 year ago - Stars: 12 - Forks: 3

StupidTrees/SplitLLM

Split Learning Simulation Framework for LLMs

Language: Python - Size: 44.6 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 4 - Forks: 1

Koukyosyumei/Attack_SplitNN

reveal the vulnerabilities of SplitNN

Language: Python - Size: 58 MB - Last synced at: 3 months ago - Pushed at: about 3 years ago - Stars: 30 - Forks: 6

jtirana98/NIID-Bench-adhocSL Fork of Xtra-Computing/NIID-Bench

testing adhocSL

Language: Python - Size: 1.4 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 4 - Forks: 0

AnonymWriter/CycleSFL

[NeurIPS 2024] CycleSFL: Server-Client Cyclical Update Propelled Split Federated Learning

Language: Python - Size: 0 Bytes - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

jtirana98/SFL-workflow-optimization

Language: Python - Size: 646 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 12 - Forks: 1

jtirana98/adHOC-SL

Language: Python - Size: 11.7 KB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 6 - Forks: 0

mma735/TFM-DS

Comparison of distributed machine learning techniques applied to openly available datasets

Language: Jupyter Notebook - Size: 105 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

kyuyeonpooh/split-learning-1d-cnn

Source codes of paper "Can We Use Split Learning on 1D CNN for Privacy Preserving Training?"

Language: Jupyter Notebook - Size: 39.4 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 19 - Forks: 3

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

Language: Jupyter Notebook - Size: 110 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 83 - Forks: 30

Aadit3003/split-learning-healthcare

Split learning for privacy-preserving healthcare, and threats and defensive techniques for decentralized learning. (with Prof. Vinay Chamola)

Language: Jupyter Notebook - Size: 6.32 MB - Last synced at: 3 months ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 0

qwer556617123/DP-FSL

Code and data accompanying the DP-FSL paper

Language: Python - Size: 7.45 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

evanwrm/split-learning-demo

Simple Split Learning setup. Proof of Concept & testbed

Language: Python - Size: 4.1 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

zlijingtao/ResSFL

Official Repository for ResSFL (accepted by CVPR '22)

Language: Shell - Size: 2.29 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 13 - Forks: 3

WesleyHsieh0806/C3-SL

C3-SL: Circular Convolution-Based Batch-Wise Compression for Communication-Efficient Split Learning (IEEE MLSP 2022)

Language: Python - Size: 1.86 MB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 64 - Forks: 0