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1. Online-Federated-LearningOnline-Federated-LearningPublic

   This project implements communication-efficient online federated learning strategies for resource-constrained devices using random Fourier features (RFFs) for kernel regression. It reduces communic…

   Python 2 1

2. Partial-Sharing-Online-Federated-LearningPartial-Sharing-Online-Federated-LearningPublic

   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 on…

   Python

3. BrainDiffU-NetBrainDiffU-NetPublic

   A decentralized, diffusion-based U-Net framework for privacy-preserving brain tumor segmentation from MRI images.

   Python

4. rff-experimentrff-experimentPublic

   This project demonstrates a simulation of an experiment using Random Fourier Features (RFF) to approximate a non-linear function. The experiment is designed to be repeated multiple times, and the m…

   Python