An experimental platform to quickly realize and compare with popular centralized federated learning algorithms. A realization of federated learning algorithm on fairness (FedFV, Federated Learning with Fair Averaging, https://fanxlxmu.github.io/publication/ijcai2021/) was accepted by IJCAI-21 (https://www.ijcai.org/proceedings/2021/223).

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python machine-learning deep-learning distributed-computing pytorch fairness federated-learning

Federated-Learning-Mini-Framework

Federated Learning mini-framework with Keras

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python tensorflow keras convolutional-neural-networks cifar10 federated-learning

PFL-Non-IID

The origin of the Non-IID phenomenon is the personalization of users, who generate the Non-IID data. With Non-IID (Not Independent and Identically Distributed) issues existing in the federated learning setting, a myriad of approaches has been proposed to crack this hard nut. In contrast, the personalized federated learning may take the advantage…

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python shell nlp platform machine-learning privacy simulation cv distributed-computing cnn pytorch personalization mnist rnn cifar10 differential-privacy cifar100 heterogeneity federated-learning fmnist non-iid

FedLab-benchmarks

Standard federated learning implementations in FedLab and FL benchmarks.

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Jupyter Notebook python shell deep-learning federated-learning pytorch-implementation fedlab

backdoors101

Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.

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python HTML security machine-learning research pytorch adversarial backdoors adversarial-machine-learning federated-learning backdoor-attacks neural-trojan deep-learning-security ml-backdoors deep-learning-backdoors

KD3A

Here is the official implementation of the model KD3A in paper "KD3A: Unsupervised Multi-Source Decentralized Domain Adaptation via Knowledge Distillation".

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python deep-learning transfer-learning unsupervised-learning domain-adaptation federated-learning

MOON

Model-Contrastive Federated Learning (CVPR 2021)

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python pytorch federated-learning contrastive-learning cvpr2021

FedReID

Implementation of Federated Learning to Person Re-identification (Code for ACMMM 2020 paper)

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python person-reidentification federated-learning federated-learning-algorithm federated-learning-application

fedpa

Federated posterior averaging implemented in JAX

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Jupyter Notebook python federated-learning jax

substra

Substra is a framework for traceable ML orchestration on decentralized sensitive data.

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python Makefile federated-learning federated-learning-framework

pFedMe

Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)

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python paper pytorch federated-learning federated-meta-learning neurips-2020 personalized-federated-learning pfedme per-fedavg

GrouProx

FedGroup, A Clustered Federated Learning framework based on Tensorflow

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python Jupyter Notebook shell clustering heterogeneous-data federated-learning tensorflow2

decentralized-ml

Full stack service enabling decentralized machine learning on private data

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Jupyter Notebook python javascript CSS Batchfile HTML machine-learning privacy deep-neural-networks deep-learning tensorflow pytorch compression-algorithm privacy-enhancing-technologies federated-learning privacy-preserving-machine-learning decentralized-machine-learning

communication-in-cross-silo-fl

Official code for "Throughput-Optimal Topology Design for Cross-Silo Federated Learning" (NeurIPS'20)

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python shell pytorch federated-learning training-inaturalist

federated-learning-poc

Proof of Concept of a Federated Learning framework that maintains the privacy of the participants involved.

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python javascript Dockerfile HTML CSS shell docker homomorphic-encryption federated-learning

Federated-Learning-and-Split-Learning-with-raspberry-pi

SRDS 2020: End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things

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Jupyter Notebook python raspberry-pi deep-learning distributed-computing pytorch federated-learning split-learning

srijan-gsoc-2020

Healthcare-Researcher-Connector Package: Federated Learning tool for bridging the gap between Healthcare providers and researchers

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Jupyter Notebook python bioinformatics gtex google-summer-of-code gsoc differential-privacy multiparty-computation federated-learning pysyft openmined gsoc-2020 covid-19 pygrid

PyVertical

Privacy Preserving Vertical Federated Learning

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python shell Dockerfile psi federated-learning private-set-intersection vertical-federated-learning splitnn split-neural-network partitioned-data

flPapers

Paper collection of federated learning. Conferences and Journals Collection for Federated Learning from 2019 to 2021, Accepted Papers, Hot topics and good research groups. Paper summary

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paper federated-learning shapley-values poisoning-attacks

distributed-learning-contributivity

Simulate collaborative ML scenarios, experiment multi-partner learning approaches and measure respective contributions of different datasets to model performance.

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Jupyter Notebook python federated-learning distributed-learning responsible-datascience trustworthy-datascience datasets-contributivity collaborative-machinelearning multi-partner-learning

PyAriesFL

Federated Learning on HyperLedger Aries

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python Jupyter Notebook shell security federated-learning

ambianic-edge

The core runtime engine for Ambianic Edge devices.

FedNLP

FedNLP: An Industry and Research Integrated Platform for Federated Learning in Natural Language Processing, Backed by FedML, Inc. The Previous Research Version is Accepted to NAACL 2022

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nlp machine-learning natural-language-processing federated-learning

federated-learning

tf implementation of federated learning

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Jupyter Notebook python machine-learning tensorflow federated-learning

DBA

DBA: Distributed Backdoor Attacks against Federated Learning (ICLR 2020)

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python shell federated-learning

federated pca

Federated Principal Component Analysis Revisited!