IEEE

Explainable Federated Learning-Based Secure and Transparent Object Detection Model for Autonomous Vehicles

Abstract: Intelligent Transportation Systems (ITS) and autonomous vehicles (AVs) are two fast-moving research fields. Understanding the surroundings and acting quickly is essential for AV control, ...
IEEE

Model-Oriented Training With Two-Stage Hierarchical Knowledge Distillation Under Non-IID Conditions in Federated Edge–Cloud Collaboration

Abstract: With the continuous rolling-out of wireless edge cloud networks, Federated Learning (FL) has emerged as a promising solution for decentralized model training without exposing raw data.