BatFL: Backdoor Detection on Federated Learning in e-Health

Binhan Xi,Shaofeng Li, Jiachun Li,Hui Liu,Hong Liu,Haojin Zhu

2021 IEEE/ACM 29th International Symposium on Quality of Service (IWQOS)(2021)

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摘要
Federated Learning (FL) has received significant interest both from the research field and industry perspective. One of the most promising cross-silo applications on FL is electronic health records mining which trains a model on siloed data. In this application, clients can be different hospitals or health centers that are located in geo-distributed data centers. A central orchestration server (su...
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关键词
federated learning,electronic health,backdoor attack,Shapley value
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