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split-learning

Here are 16 public repositories matching this topic...

secretflow / secretflow

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

machine-learning data-analysis homomorphic-encryption differential-privacy privacy-preserving federated-learning trusted-execution-environment private-set-intersection split-learning secure-multiparty-computation confidential-computing

Updated Jul 8, 2025
Python

WesleyHsieh0806 / C3-SL

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

machine-learning computer-vision deep-learning communication-efficient split-learning

Updated Aug 6, 2022
Python

Koukyosyumei / Attack_SplitNN

reveal the vulnerabilities of SplitNN

privacy attack notebook paper security-vulnerability leakage model-inversion model-inversion-attacks split-learning membership-inference-attack splitnn membership-inference attack-splitnn

Updated Jun 16, 2022
Python

StupidTrees / SplitLLM

Split Learning Simulation Framework for LLMs

split-learning privacy-attacks large-language-models

Updated Sep 10, 2024
Python

jtirana98 / SFL-workflow-optimization

federated-learning distributed-learning split-learning optimizing-workflow

Updated Nov 22, 2024
Python

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

Enhancing Efficiency in Multidevice Federated Learning through Data Selection

machine-learning flower wearable-devices edge-computing data-selection wearable-computing federated-learning split-learning data-centric-ai data-centric-machine-learning

Updated Apr 15, 2024
Python

X1aoyangXu / FORA

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

security machine-learning privacy split-learning

Updated Sep 11, 2024
Python

jtirana98 / adHOC-SL

federated-learning split-learning non-iid feature-imbalance label-imbalance

Updated Apr 27, 2023
Python

AmazingDD / EC-SNN

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

distributed-computing edge spiking-neural-networks edge-computing split-learning pruning-algorithms

Updated Sep 6, 2024
Python

evanwrm / split-learning-demo

Simple Split Learning setup. Proof of Concept & testbed

privacy-enhancing-technologies federated-learning split-learning

Updated Aug 23, 2023
Python

jtirana98 / NIID-Bench-adhocSL

testing adhocSL

data-sharing federated-learning split-learning non-iid-data

Updated Jun 28, 2024
Python

srijith1996 / FSL-SAGE

Federated Split Learning via Smashed Activation Gradient Estimation

resource-constrained-ml communication-efficient split-learning federated-learning-algorithm

Updated May 30, 2025
Python

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.

data-privacy ai-security split-learning

Updated Jan 11, 2025
Python

AnonymWriter / CycleSL

CycleSL: Server-Client Cyclical Update Driven Scalable Split Learning

collaborative-learning coordinate-descent federated-learning distributed-learning split-learning

Updated Jul 13, 2025
Python

jtirana98 / SL-tutorial

Coding tutorial for Split Learning

split-learning

Updated Dec 11, 2024
Python

qwer556617123 / DP-FSL

Code and data accompanying the DP-FSL paper

differential-privacy anomaly-detection federated-learning split-learning

Updated Sep 25, 2022
Python

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