fmtl

Federated Learning Framework

A framework for collaborative learning across multiple tasks and datasets in a distributed manner

Federated Multi-Task Learning

GitHub

130 stars
5 watching
39 forks
Language: Matlab
last commit: almost 8 years ago

Related projects:

RepositoryDescriptionStars
ibm/federated-learning-libA framework for collaborative distributed machine learning in enterprise environments.500
dual-grp/fedu_fmtlAn implementation of federated multi-task learning with laplacian regularization across various datasets16
smilelab-fl/fedlabA flexible framework for distributed machine learning where participants train local models and collaboratively optimize them without sharing data743
cuis15/fcflAn implementation of Fair and Consistent Federated Learning using Python.20
felisat/clustered-federated-learningAn implementation of a federated learning method to optimize multiple models simultaneously while maintaining user privacy.160
wenkehuang/fcclA framework for tackling heterogeneity and catastrophic forgetting in federated learning by leveraging cross-correlation and similarity learning97
aiot-mlsys-lab/fedrolexAn approach to heterogeneous federated learning allowing for model training on diverse devices with varying resources.61
kai-yue/ntk-fedA framework for federated learning that leverages the neural tangent kernel to address statistical heterogeneity in distributed machine learning.3
galaxylearning/gflA decentralized federated learning framework based on blockchain and PyTorch.243
litian96/dittoA framework for personalized federated learning to balance fairness and robustness in decentralized machine learning systems.138
omarfoq/fedemDevelops and evaluates federated learning algorithms for personalizing machine learning models across heterogeneous client data distributions.157
fangxiuwen/robust_flAn implementation of a robust federated learning framework for handling noisy and heterogeneous clients in machine learning.43
diogenes0319/fedmd_cleanAn implementation of a heterogenous federated learning framework using model distillation.150
securefederatedai/openflA Python framework for collaborative machine learning without sharing sensitive data738
mediabrain-sjtu/fedgelaThis project enables federated learning across partially class-disjoint data with curated bilateral curation.11