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Oct, 2022
Dim-Krum:基于 Krum 的分维聚合的 NLP 后门抵抗联邦学习
Dim-Krum: Backdoor-Resistant Federated Learning for NLP with Dimension-wise Krum-Based Aggregation
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Zhiyuan Zhang, Qi Su, Xu Sun
TL;DR
本文提出了一种针对NLP领域中后门攻击的新型联邦聚合算法Dim-Krum,并通过实验验证了它的有效性。
Abstract
Despite the potential of
federated learning
, it is known to be vulnerable to
backdoor attacks
. Many robust federated aggregation methods are proposed to reduce the potential backdoor risk. However, they are mainl
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