Author

Abdallah Makhoul

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Sep 2026

SWIFT-KD: Sliding Window Intelligent Federated Transformer Learning with Knowledge Distillation for Building Energy Prediction

The results establish that privacy-preserving distributed learning can achieve the accuracy requirements of practical building management without sacrificing efficiency.

Jessica Al Achy, H. Harb, Abdallah Makhoul · Machine-mediated learning · 0 citations

Conference Jul 2026

FETRA: A Federated Transformer with Dynamic Attention Model for Energy Forecasting in IoBT

Recently, the integration of Internet of Things (IoT) into buildings has sparked a technological revolution known as the Internet of Building Things (IoBT). Such new paradigm connects devices, sensors, and systems for intelligent control. Particularly, IoBT has advanced energy forecasting and enabled real-time data ana...

Jessica Al Achy, Hassan Harb, Abdallah Makhoul · Annual International Compute... · 0 citations