Reliable federated learning based on dual-reputation reverse auction mechanism in Internet of Things

Yuncan Tang, Yongquan Liang, Yang Liu, Jinquan Zhang, Lina Ni, Liang Qi

Abstract: Highlights•We are securing federated learning conducted in IOT through reputation and reverse auction mechanisms.•Address the problem of federated learning in the presence of malicious workers launching attacks.•Critical analysis of the model through theoretical derivation.•The dual reputation reverse auction model can effectively defend against malicious attacks.