LoRA pretraining per environment plus weighted aggregation at inference cuts EER by 15% and training time by 83% for open-set RFF authentication under varying channels.
DFLNet: Deep federated learning network with privacy preserving for vehicular LoRa nodes fingerprinting,
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Rapid LoRA Aggregation for Wireless Channel Adaptation in Open-Set Radio Frequency Fingerprinting
LoRA pretraining per environment plus weighted aggregation at inference cuts EER by 15% and training time by 83% for open-set RFF authentication under varying channels.