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GitHub topics: non-iid-data

arthurnfmc/NonIID-MovieRecommendation

The project aims to explore Federated Learning in scenarios with non-IID data (non-Independent and Identically Distributed) for the task of movie recommendation.

Language: Python - Size: 40 KB - Last synced at: about 6 hours ago - Pushed at: about 8 hours ago - Stars: 0 - Forks: 0

TsingZ0/DBE

NeurIPS 2023 accepted paper, Eliminating Domain Bias for Federated Learning in Representation Space

Language: Python - Size: 68.6 MB - Last synced at: 28 days ago - Pushed at: 28 days ago - Stars: 21 - Forks: 1

josericodata/SyntheticDataGeneratorApp

Generate and download free synthetic datasets instantly! A Streamlit app with built-in statistical validation tools like Chi-Square and Mutual Information.

Language: Python - Size: 7.41 MB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

TsingZ0/FedKTL

CVPR 2024 accepted paper, An Upload-Efficient Scheme for Transferring Knowledge From a Server-Side Pre-trained Generator to Clients in Heterogeneous Federated Learning

Language: Python - Size: 26.6 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 49 - Forks: 3

TsingZ0/FedTGP

AAAI 2024 accepted paper, FedTGP: Trainable Global Prototypes with Adaptive-Margin-Enhanced Contrastive Learning for Data and Model Heterogeneity in Federated Learning

Language: Python - Size: 8.07 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 39 - Forks: 4

TsingZ0/FedCP

KDD 2023 accepted paper, FedCP: Separating Feature Information for Personalized Federated Learning via Conditional Policy

Language: Python - Size: 22.1 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 25 - Forks: 2

rezafotohi/FedAnilPlusPlus

FedAnil++ is a Privacy-Preserving and Communication-Efficient Federated Deep Learning Model to address non-IID data, privacy concerns, and communication overhead. This repo hosts a simulation for FedAnil++ written in Python.

Language: Python - Size: 10.9 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 4 - Forks: 0

TsingZ0/GPFL

ICCV 2023 accepted paper, GPFL: Simultaneously Learning Global and Personalized Feature Information for Personalized Federated Learning

Language: Python - Size: 21.4 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 17 - Forks: 1

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

testing adhocSL

Language: Python - Size: 1.4 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 4 - Forks: 0

rezafotohi/FedAnilPlus

FedAnil+ is a novel lightweight, and secure Federated Deep Learning Model to address non-IID data, privacy concerns, and communication overhead. This repo hosts a simulation for FedAnil+ written in Python.

Language: Python - Size: 10.9 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 1 - Forks: 0

rezafotohi/FedAnil

FedAnil is a secure blockchain-enabled Federated Deep Learning Model to address non-IID data and privacy concerns. This repo hosts a simulation for FedAnil written in Python.

Language: Python - Size: 22.9 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 1 - Forks: 0

fzvincent/FL_AoR

a semi-synchronous Federated Learning method (LESSON) for hetrogenous wireless clients with non-iid data distribution

Language: Python - Size: 3.35 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

dujie-szu/FedMoP

This is the PyTorch implementation of our paper "Jie Du, Wei Li, Peng Liu, et al. Model projection based Federated Learning for Non-IID data" .

Language: Python - Size: 103 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0