EurekAlert!

FedCare: towards interactive diagnosis of federated learning systems

FedCare delivers the first visual pipeline that pinpoints, classifies and mitigates FL failures in real time, cutting ...
IEEE

ESR-MHFL: Edge Server Reallocation for Multi-Hierarchical Federated Learning

Abstract: Federated Learning (FL) enables efficient and privacy-preserving Edge Intelligence (EI) in Mobile Edge Computing (MEC). However, implementing FL-enabled EI services faces critical challenges ...
GitHub

Local LLM MCP Server

A Model Context Protocol (MCP) server that bridges local LLMs running in LM Studio with Claude Desktop and other MCP clients. Keep your sensitive data private by running AI tasks locally while ...
IEEE

FedUIMF: Unambiguous and Imperceptible Model Fingerprinting for Secure Federated Learning on Consumer Electronic Devices

Abstract: The proliferation of consumer electronic devices has generated massive volumes of decentralized data, yet centralized training methods may potentially infringe on privacy. Consequently, ...