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heterogeneity

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TsingZ0 /PFLlib

Master Federated Learning in 2 Hours—Run It on Your PC!

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

UpdatedMar 17, 2025
Python

liruiw /HPT

Heterogeneous Pre-trained Transformer (HPT) as Scalable Policy Learner.

robotics policy heterogeneity hpt foundation-models

UpdatedDec 6, 2024
Python

comunica /comunica

📬 A knowledge graph querying framework for JavaScript

javascript graphql sparql rdf query-engine federation decentralization triple-pattern-fragments hacktoberfest heterogeneity

UpdatedMar 20, 2025
TypeScript

CharafeddineMechalikh /PureEdgeSim

PureEdgeSim: A simulation framework for performance evaluation of cloud, fog, and pure edge computing environments.

algorithm simulation modeling scheduling fog tasks orchestration edge simulation-framework cloud-computing cloudsimplus simulation-toolkit fog-computing mobility cloudsim performance-evaluation edge-computing heterogeneity mist-computing

UpdatedMar 19, 2025
Java

TsingZ0 /HtFLlib

You only need to configure one file to support model heterogeneity. Consistent GPU memory usage for single or multiple clients.

platform library evaluation pytorch heterogeneity federated-learning colloboration data-free

UpdatedMar 17, 2025
Python

JEFworks-Lab /HoneyBADGER

HMM-integrated Bayesian approach for detecting CNV and LOH events from single-cell RNA-seq data

hmm bioinformatics bayesian transcriptomics subpopulation heterogeneity single-cell-rna-seq single-cell-analysis cnv-detection

UpdatedJul 19, 2021
R

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

UpdatedFeb 27, 2022
Python

TsingZ0 /FL-IoT

This is a platform containing the datasets and federated learning algorithms in IoT environments.

python platform iot distributed-systems machine-learning privacy communication pytorch personalization human-activity-recognition differential-privacy heterogeneity federated-learning

UpdatedDec 9, 2024
Python

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

UpdatedMar 12, 2025
Python

TsingZ0 /FedTGP

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

UpdatedDec 27, 2024
Python

proroklab /HetGPPO

Heterogeneous Multi-Robot Reinforcement Learning

robotics multi-agent-systems heterogeneity multi-agent-reinforcement-learning

UpdatedSep 10, 2024
Python

utcs-scea /altis

A benchmarking suite for heterogeneous systems. The primary goal of this project is to improve and update aspects of existing benchmarking suites which are either insufficient or outdated.

gpu accelerator cuda nvidia benchmarking-suite altis heterogeneity rodinia-benchmark-suite

UpdatedMar 6, 2024
C

Mr-Milk /SpatialTis

Spatial analysis toolkit for single cell multiplexed tissue data

tissue network spatial-analysis hotspot single-cell heterogeneity spatial-distribution cell-cell-interaction spaital-analysis imaging-mass-cytometry multiplexed-ion-beam-imaging spatial-omics

UpdatedSep 2, 2024
Python

gsnrguo /QGIS-Geographical-detector

QGIS plugin of geographical detector

spatial-analysis heterogeneity geodetector geographical-detector

UpdatedNov 13, 2023
Python

TsingZ0 /FedCP

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

UpdatedDec 17, 2024
Python

lunan0320 /FedPHE

Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning

paillier homomorphic-encryption heterogeneity federated-learning ckks bfv

UpdatedJan 23, 2025
Python

shinaji /texture_analysis

Texture Analysis test tool for PET images

glcm heterogeneity ct-images texture-analysis pet-images texture-values

UpdatedSep 2, 2018
Python

Mr-Milk /SpatialEntropy

A python implementation of spatial entropy

entropy spatial heterogeneity

UpdatedDec 15, 2023
Python

andreaskapou /scMET

Bayesian modelling of DNA methylation heterogeneity at single-cell resolution

bayesian-inference single-cell hierarchical-models generalised-linear-models heterogeneity methylation-analysis

UpdatedJan 26, 2024
R

TsingZ0 /GPFL

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

UpdatedNov 11, 2024
Python

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