Topic: "decentralized-learning"
JonasGeiping/breaching
Breaching privacy in federated learning scenarios for vision and text
Language: Python - Size: 168 MB - Last synced at: about 4 hours ago - Pushed at: about 1 year ago - Stars: 286 - Forks: 67

epfml/disco
DISCO is a code-free and installation-free browser platform that allows any non-technical user to collaboratively train machine learning models without sharing any private data.
Language: TypeScript - Size: 14.5 MB - Last synced at: 11 days ago - Pushed at: 12 days ago - Stars: 163 - Forks: 28

Raiden-Zhu/Generalization-of-DSGD
The official implementation of the paper "Topology-aware Generalization of Decentralized SGD"
Language: Python - Size: 21.4 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 27 - Forks: 2

VITA-Group/VGAI
[IEEE TSIPN' 2022] "Scalable Perception-Action-Communication Loops with Convolutional and Graph Neural Networks", by Ting-Kuei Hu, Fernando Gama, Tianlong Chen, Wenqing Zheng, Zhangyang Wang, Alejandro Ribeiro, and Brian M. Sadler
Language: Python - Size: 75.2 KB - Last synced at: 8 days ago - Pushed at: about 3 years ago - Stars: 13 - Forks: 3

Raiden-Zhu/ICML-2023-DSGD-and-SAM
[ICML 2023] Decentralized SGD and Average-direction SAM are Asymptotically Equivalent
Language: Python - Size: 10.7 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 11 - Forks: 2

Sakshi09Ch/CoDeC
[TMLR] CoDeC: Communication-Efficient Decentralized Continual Learning
Language: Python - Size: 76.2 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 0

vzantedeschi/Dada
source code of AISTATS 2020 paper: Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs
Language: Jupyter Notebook - Size: 35.4 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 9 - Forks: 7

basiralab/reproducibleFedGNN
Investigating the reproducibility of federated GNN models
Language: Python - Size: 3.31 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 2

ParkHealth/OERchains
A blockchain-based ecosystem for Open Educational Resources (OERs) built on Ethereum. This project aims to establish standards and infrastructure for creating, sharing, and managing educational content using blockchain technology.
Language: Python - Size: 137 KB - Last synced at: 3 days ago - Pushed at: 3 months ago - Stars: 3 - Forks: 0

zeyneddinoz/subMFL
subMFL: Compatible subModel Generation for Federated Learning in Device Heterogeneous Environment
Language: Jupyter Notebook - Size: 125 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 1

AmanPriyanshu/FL-Interactive-Game
FL-Interactive-Game: Interactive web game that teaches basic components of Federated Learning
Language: HTML - Size: 18 MB - Last synced at: 4 days ago - Pushed at: 5 months ago - Stars: 2 - Forks: 0

ahnaflodhi/FLAGS-FL
Device-to-Device (D2D) and assocaited Federated Learning simulation in Python using Pytorch for Learning operations. Implemented simultaneous operation of multiple FL modes.
Language: Python - Size: 573 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

murtazahr/murmura
A decentralized/P2P federated learning library
Language: Python - Size: 315 KB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 1 - Forks: 0

tayyab-004/Federated-Learning-with-MNIST
Handwritten Digit Classification using fedrated learning
Language: Jupyter Notebook - Size: 13.7 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

yukiTakezawa/BaseGraph
code for "Beyond Exponential Graph: Communication-Efficient Topologies for Decentralized Learning via Finite-time Convergence"
Language: Jupyter Notebook - Size: 12.4 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

spoluan/federated_learning_mnistdigit
Apply federated learning to train a model for MNIST digit recognition across seven clients over the course of seven rounds.
Language: Jupyter Notebook - Size: 1.3 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0
