non-iid-data

Here are 17 public repositories matching this topic...

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

generative-model resnet heterogeneity federated-learning communication-efficient stylegan colloboration vision-transformer domain-alignment stable-diffusion non-iid-data large-small-model

Updated Mar 12, 2025
Python

TsingZ0 / FedTGP

Star

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

prototype resnet heterogeneity federated-learning communication-efficient colloboration contrastive-learning vision-transformer non-iid-data

Updated Dec 27, 2024
Python

TsingZ0 / FedCP

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

personalization heterogeneity federated-learning feature-disentanglement conditional-computing non-iid-data

Updated Dec 17, 2024
Python

TsingZ0 / DBE

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

lightweight personalization representation-learning domain-adaptation federated-learning feature-disentanglement theoratical non-iid-data

Updated Mar 27, 2025
Python

TsingZ0 / GPFL

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

iot heterogeneity generalization overfitting federated-learning conditional-computing non-iid-data

Updated Nov 11, 2024
Python

rezafotohi / FedAnil

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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.

blockchain accuracy homomorphic-encryption privacy-preserving federated-learning privacy-preserving-machine-learning poisoning-attacks non-iid-data inference-attacks intelligent-enterprises

Updated May 26, 2024
Python

jtirana98 / NIID-Bench-adhocSL

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testing adhocSL

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

Updated Jun 28, 2024
Python

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.

blockchain accuracy homomorphic-encryption privacy-preserving federated-learning privacy-preserving-machine-learning communication-efficiency poisoning-attacks non-iid-data inference-attacks intelligent-enterprises

Updated Sep 30, 2024
Python

rezafotohi / FedAnilPlusPlus

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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.

blockchain accuracy homomorphic-encryption privacy-preserving federated-learning privacy-preserving-machine-learning communication-efficient poisoning-attacks non-iid-data inference-attacks intelligent-enterprises

Updated Dec 13, 2024
Python

HungNguyen20 / ORO-CCGRID2023-CADIS

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This repository is PyTorch implementation for paper CADIS: Handling Cluster-skewed Non-IID Data in Federated Learning with Clustered Aggregation and Knowledge DIStilled Regularization which is accepted by CCGRID-23 Conference.

clustering regularization knowledge-distillation federated-learning non-iid-data

Updated Mar 10, 2023
Shell

dujie-szu / FedMoP

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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" .

federated-learning catastrophic-forgetting multi-center-disease-diagnosis non-iid-data invalid-aggregation

Updated Sep 15, 2023
Python

fzvincent / FL_AoR

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

asynchronous federated-learning non-iid-data

Updated Feb 13, 2024
Python

josericodata / SyntheticDataGeneratorApp

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

Updated Mar 9, 2025
Python

SaadH-077 / Federated-Learning-Optimization

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Robust benchmarking of FedAvg, SCAFFOLD, FedGH & FedSAM on non-IID MNIST using Dirichlet-based client splits.

optimization scaffold harmonization federated-learning fedavg fedsgd non-iid-data fedsam

Updated May 28, 2025
Jupyter Notebook

AhmadTaheri2021 / Federated-NonIID-Data-Generator

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The provided Python script generates non-IID (non-identically independently distributed) datasets for use in federated learning simulations. Federated learning often requires data partitions to simulate real-world scenarios where data across devices or clients is unevenly distributed.

federated-learning data-heterogeneity federated-learning-simulator non-iid-data

Updated May 14, 2025
Jupyter Notebook

arthurnfmc / NonIID-MovieRecommendation

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

deep-neural-networks deep-learning recommendation-system recommender-system deeplearning recommendation cross-device federated-learning non-iid cross-silo cross-silo-federated-learning non-iid-data cross-device-federated-learning

Updated Apr 24, 2025
Python

daaven100 / Federated-Learning-with-Model-Personalization

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This project simulates a Federated Learning system using non-IID MNIST data across multiple clients, focusing on collaborative training without data sharing. It tracks performance metrics like global accuracy, validation loss, and fairness while allowing each client to personalize the global model locally.

machine-learning pytorch cnn-model federated-learning non-iid-data

Updated Jun 11, 2025
Python

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non-iid-data

Here are 17 public repositories matching this topic...

TsingZ0 / FedKTL

TsingZ0 / FedTGP

TsingZ0 / FedCP

TsingZ0 / DBE

TsingZ0 / GPFL

rezafotohi / FedAnil

jtirana98 / NIID-Bench-adhocSL

rezafotohi / FedAnilPlus

rezafotohi / FedAnilPlusPlus

HungNguyen20 / ORO-CCGRID2023-CADIS

dujie-szu / FedMoP

fzvincent / FL_AoR

josericodata / SyntheticDataGeneratorApp

SaadH-077 / Federated-Learning-Optimization

AhmadTaheri2021 / Federated-NonIID-Data-Generator

arthurnfmc / NonIID-MovieRecommendation

daaven100 / Federated-Learning-with-Model-Personalization

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