split-learning 开源项目推荐（45 个）

secretflow /secretflow

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

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

WesleyHsieh0806 /C3-SL

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

StupidTrees /SplitLLM

Split Learning Simulation Framework for LLMs

Koukyosyumei /Attack_SplitNN

reveal the vulnerabilities of SplitNN

zlijingtao /ResSFL

Official Repository for ResSFL (accepted by CVPR '22)

jtirana98 /SFL-workflow-optimization

Numerical Evaluation and Implementation of paper: Workflow Optimization for paper Parallel Split Learning (IEEE INFOCOM 2024).

kyuyeonpooh /split-learning-1d-cnn

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

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

X1aoyangXu /FORA

Official code of the paper "A Stealthy Wrongdoer: Feature-Oriented Reconstruction Attack against Split Learning".

jtirana98 /MultiHop-Federeated-Split-Learning

Framework that supports federated split learning with multiple hops that enables pipeline parallelism.

ege-erdogan /splitguard

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

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

通过数据选择提升多设备联邦学习效率

yudi-mars /EC-SNN

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

evanwrm /split-learning-demo

Simple Split Learning setup. Proof of Concept & testbed

jtirana98 /adHOC-SL

该项目在 GitHub 上没有填写描述

Nousphera /MPSL

Fine-tuning multimodal models using parallel split learning.

srijith1996 /FSL-SAGE

Federated Split Learning via Smashed Activation Gradient Estimation

jtirana98 /NIID-Bench-adhocSL

testing adhocSL

MarcoGarofalo94 /TorchSlicer

Split learning framework for PyTorch — partition a model across devices and train end-to-end without any single node holding the full model.