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non-iid

Here are 19 public repositories matching this topic...

chaoyanghe / Awesome-Federated-Learning

FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

machine-learning privacy computer-vision semi-supervised-learning transfer-learning wireless-communication distributed-optimization interpretability neural-architecture-search federated-learning continual-learning vertical-federated-learning non-iid decentralized-federated-learning hierarchical-federated-learning adversarial-attack-and-defense communication-efficiency straggler-problem computation-efficiency incentive-mechanism

Updated Sep 3, 2022

TsingZ0 / PFLlib

37 traditional FL (tFL) or personalized FL (pFL) algorithms, 3 scenarios, and 20 datasets.

python iot privacy attack distributed-computing pytorch personalization imagenet differential-privacy privacy-protection heterogeneity federated-learning dlg non-iid domainnet

Updated Nov 3, 2024
Python

weimingwill / awesome-federated-learning

All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.

machine-learning privacy data-privacy distributed-optimization meta-learning federated-learning federated-optimization differential-privacy-deep-learning federated-learning-framework non-iid decentralized-federated-learning communication-efficiency statistical-heterogeneity

Updated Oct 21, 2024
Shell

microsoft / PersonalizedFL

Personalized federated learning codebase for research

machine-learning deep-learning federated-learning non-iid personalized-federated-learning

Updated Oct 4, 2023
Python

TsingZ0 / FedALA

AAAI 2023 accepted paper, FedALA: Adaptive Local Aggregation for Personalized Federated Learning

pytorch personalization adaptation federated-learning non-iid

Updated Apr 21, 2024
Python

monk1337 / Aweome-Heathcare-Federated-Learning

A curated list of Federated Learning papers/articles and recent advancements.

machine-learning deep-learning awesome-list data-privacy healthcare-datasets life-science-data artifical-intelligense distributed-machine-learning federated-learning machine-learning-healthcare awesome-machine-learning medical-data-pipeline vertical-federated-learning healthcare-data blockchain-medical-applications healthcare-imaging non-iid machine-learning-privacy deep-learning-healthcare healthcare-federated-learning

Updated Feb 19, 2023

c-gabri / Federated-Learning-PyTorch

PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visual classification. Client distributions are synthesized with arbitrary non-identicalness and imbalance (Dirichlet priors). Client systems can be arbitrarily heterogeneous. Several mobile-friendly models are prov…

pytorch sgd classification heterogeneity federated-learning imbalance non-iid fedavg fedprox fedsgd fedavgm fedir fedvc

Updated Feb 27, 2022
Python

AmanPriyanshu / Federated-Recommendation-Neural-Collaborative-Filtering

Federated Neural Collaborative Filtering (FedNCF). Neural Collaborative Filtering utilizes the flexibility, complexity, and non-linearity of Neural Network to build a recommender system. Aim to federate this recommendation system.

deep-learning neural-network iid collaborative-filtering recommendation-system recommendation-engine recommender-system recommendation-algorithms federated movie-recommendation federated-learning distributed-learning neural-collaborative-filtering ncf non-iid deep-recommender-system

Updated Apr 13, 2023
Python

baolongnguyenmac / fl-ml

This is official code for ACIIDS2022 paper "Meta-learning and Personalization layer in Federated learning"

flower meta-learning federated-learning non-iid pytorch-federated-learning personalization-layer

Updated Oct 15, 2023
Jupyter Notebook

jessijzhao / FedCD

FedCD: Improving Performance in non-IID Federated Learning

quantization federated-learning non-iid

Updated Dec 2, 2020
Jupyter Notebook

jtirana98 / adHOC-SL

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

Updated Apr 27, 2023
Python

yuweisunn / homogeneous-learning-tensorflow

This is a Tensorflow implementation of the paper Homogeneous Learning: Self-Attention Decentralized Deep Learning.

reinforcement-learning tensorflow decentralized-machine-learning non-iid global-workspace-theory

Updated Jan 2, 2024
Python

aadityarock2000 / Federated_Flower

Implementation of Federated Learning using the Flower Framework

deep-learning flower federated-learning non-iid

Updated Jul 31, 2021
Python

luisoala / non-iid-ssdl

A systematic approach to class distribution mismatch in semi-supervised learning using deep dataset dissimilarity measures

deep-neural-networks deep-learning semi-supervised-learning ood non-iid data-shift distribution-shift

Updated Apr 23, 2022
Python

jyaacoub / FL-ViT

Looking at optimizing the performance of Vision Transformers under a federated learning environment

transformer federated-learning non-iid vision-transformer

Updated Apr 17, 2023
Jupyter Notebook

Abtinmy / Clustered-FL-BrainAGE

Official implementation of paper "Brain Age Estimation Using Structural MRI: A Clustered Federated Learning Approach"

clustering pytorch mri resnet federated-learning brain-age-prediction non-iid

Updated Oct 26, 2023
Python

vishnux / SecureShare

Federated Learning for Sentiment Analysis

machine-learning data-privacy secure-communication federated-learning non-iid

Updated Jun 26, 2024
Python

codymlewis / hypno

Just a casual project that provides a minor solution to the distributed learning of block non-i.i.d. data

federated-learning distributed-learning non-iid

Updated Feb 8, 2023
Jupyter Notebook

bramvandartel / MIA-IFL

Membership Inference Attacks on Imbalanced Federated Learning setups

federated-learning data-imbalance membership-inference-attack non-iid

Updated Oct 25, 2024
Python

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