pFedGP

Federated Learning Library

An implementation of Personalized Federated Learning with Gaussian Processes using Python.

Code for Personalized Federated Learning with Gaussian Processes

GitHub

32 stars
1 watching
9 forks
Language: Python
last commit: almost 3 years ago

Related projects:

Repository Description Stars
charliedinh/pfedme An implementation of Personalized Federated Learning with Moreau Envelopes and related algorithms using PyTorch for research and experimentation. 291
yuetan031/fedproto An implementation of federated learning with prototype-based methods across heterogeneous clients 134
mediabrain-sjtu/pfedgraph This project enables personalized federated learning with inferred collaboration graphs to improve the performance of machine learning models on non-IID (non-independent and identically distributed) datasets. 26
hypervoyager/pfl An implementation of heterogeneous federated learning with parallel edge and server computation 17
dawenzi098/sfl-structural-federated-learning A Python implementation of Personalized Federated Learning with Graph using PyTorch. 49
atuannguyen/fedsr An implementation of a domain generalization method for federated learning using Python and PyTorch 26
yamingguo98/fediir An implementation of a federated learning algorithm that generalizes to out-of-distribution scenarios using implicit invariant relationships 10
codepothunter/fednp A framework for non-IID federated learning via neural propagation 6
litian96/ditto A framework for personalized federated learning to balance fairness and robustness in decentralized machine learning systems. 138
xiyuanyang45/dynamicpfl A method for personalizing machine learning models in federated learning settings with adaptive differential privacy to improve performance and robustness 57
allenbeau/pfedbayes An implementation of personalized federated learning using variational Bayesian inference on the MNIST dataset 52
haozzh/fedcr Evaluates various methods for federated learning on different models and tasks. 19
alibaba/federatedscope A comprehensive platform for federated learning, providing an event-driven architecture and flexible customization for various tasks in academia and industry. 1,335
ignavierng/notears-admm An implementation of Bayesian network structure learning with continuous optimization for federated learning. 10
mediabrain-sjtu/fedgela This project enables federated learning across partially class-disjoint data with curated bilateral curation. 11