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FDA3 : Federated Defense Against Adversarial Attacks for Cloud-Based IIoT Applications [article]

Yunfei Song, Tian Liu, Tongquan Wei, Xiangfeng Wang, Zhe Tao, Mingsong Chen
2020 pre-print
Inspired by federated learning, our proposed cloud-based architecture enables the sharing of defense capabilities against different attacks among IIoT devices.  ...  IIoT applications from new attacks.  ...  Section II introduces the related work on defense mechanisms against adversarial attacks for DNN-based IoT designs. Section III introduces our federated defense framework FDA 3 in detail.  ... 
doi:10.1109/tii.2020.3005969 arXiv:2006.15632v1 fatcat:x2quzjfvizbvjeiifi4r6luwz4

Table of Contents

2021 IEEE Transactions on Industrial Informatics  
Ma 7820 FDA 3 : Federated Defense Against Adversarial Attacks for Cloud-Based IIoT Applications . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ...  Gui 7839 Probabilistic Solar Irradiation Forecasting Based on Variational Bayesian Inference With Secure Federated Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ... 
doi:10.1109/tii.2021.3097924 fatcat:ctptdnq6kvdjdjaxyuukbm4gnm

2021 Index IEEE Transactions on Industrial Informatics Vol. 17

2021 IEEE Transactions on Industrial Informatics  
The Author Index contains the primary entry for each item, listed under the first author's name.  ...  ., +, TII Aug. 2021 5730-5737 FDA 3 : Federated Defense Against Adversarial Attacks for Cloud-Based IIoT Applications.  ...  Tang, S., +, TII Sept. 2021 6539-6549 FDA 3 : Federated Defense Against Adversarial Attacks for Cloud-Based IIoT Applications.  ... 
doi:10.1109/tii.2021.3138206 fatcat:ulsazxgmpfdmlivigjqgyl7zre