communication-efficiency 开源项目推荐（16 个）

chaoyanghe /Awesome-Federated-Learning

FedML -研究和生产集成联邦学习库：https://fedml.ai

weimingwill /awesome-federated-learning

All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.

taco-group /LangCoop

🏆 Official implementation of LangCoop: Collaborative Driving with Natural Language

Huangxy-Minel /System-Design-for-Federated-Learning

Paper list of federated learning: About system design

rezafotohi /FedAnilPlus

FedAnil+ is a novel lightweight, and secure Federated Deep Learning Model to address non-IID data, privacy concerns, and communication overhead. This repo hosts a simulation for FedAnil+ written in Python.

Natasha-R /Federated-Learning-Sparsification

The communication efficiency of federated learning is improved by sparsifying the parameters uploaded by the clients.

Parth-nXp /Online-Federated-Learning

This project implements communication-efficient online federated learning strategies for resource-constrained devices using random Fourier features (RFFs) for kernel regression. It reduces communication overhead through partial-sharing and event-triggered updates, ensuring efficient local model updates.

spearb0lt /Federated-Dropout-with-Transfer-Learning

Federated Dropout with transfer learning. Clients train reduced submodels to cut communication cost, trading a little accuracy for much smaller updates.

Nousphera /FedCode

Communication-Efficient Federated Learning via Transferring Codebooks

Nousphera /FedCompress

Communication-efficient federated learning through adaptive weight clustering and server-side distillation.

thiefcoder /fedprune-sparse

Hybrid Federated Learning with Structured Model Pruning and Gradient Sparsification on MNIST

fzhu0628 /AgeSel---Communication-Efficient-Local-SGD-with-Age-Based-Worker-Selection

This work is a journal paper published at The Journal of Supercomputing in 2023, focusing on improving communication efficiency of a distributed learning system using age-based worker selection techniques.

yiyuan599 /federated-cvae-adaptive-communication

FedCVAE-based federated knowledge distillation with drift-triggered sparse communication.

zjx2024 /C2G-FedRec

图增强联邦推荐：Top-k 稀疏上传 + 误差反馈 + 自适应聚类 + 簇内图聚合；单轮上传开销较最优基线降低约 88.6%。已被《小型微型计算机系统》录用。

Parth-nXp /Partial-Sharing-Online-Federated-Learning

This repository implements a communication-efficient online federated learning framework for nonlinear regression using partial sharing. Clients update local models with streaming data and share only portions of those updates with the server, reducing communication overhead while maintaining performance.

Asterinos1 /FDA-RoLoRA

Codebase for my thesis: 'Investigating the Αpplicability of Federated Dynamic Averaging in Federated Low-Rank Adaptation Architectures'