Zhigang Jin

SemLRA: Lightweight Robust Aggregation Against Poisoning Attacks in Semantic Federated Learning

Semantic federated learning couples task-oriented semantic communication with distributed training, reducing on-device training burden and end-to-end inference latency. However, poisoning through local data, task labels, or transmitted semantic features can degrade task performance and system reliability. We propose se...