Federated Learning Algorithm

Spatiotemporal Federated Learning for Privacy-Preserving Load Forecasting and Appliance Scheduling in Smart City Homes

Abstract: As smart cities evolve, optimizing energy use within residential environments via intelligent consumer electronics becomes crucial to ensure grid stability, enhance user comfort, and promote ...

IEEE

Privacy-Aware Split Federated Learning for LLM Fine-Tuning Over Internet of Things

Abstract: The proliferation of Internet of Things (IoT)-generated distributed personal data enables user-specific large language model (LLM) adaptation at the edge. The split federated learning (SFL) ...

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Spatiotemporal Federated Learning for Privacy-Preserving Load Forecasting and Appliance Scheduling in Smart City Homes

Privacy-Aware Split Federated Learning for LLM Fine-Tuning Over Internet of Things

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