Adversarial Attacks and Defenses in Physiological Computing: A Systematic Review.

作者: Dongrui Wu , Jiaxin Xu , Weili Fang , Yi Zhang , Liuqing Yang

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摘要: Physiological computing uses human physiological data as system inputs in real time. It includes, or significantly overlaps with, brain-computer interfaces, affective computing …

参考文章(86)
Dan Boneh, Nicolas Papernot, Ian J. Goodfellow, Patrick D. McDaniel, Alexey Kurakin, Florian Tramèr, Ensemble Adversarial Training: Attacks and Defenses international conference on learning representations. ,(2018)
Nicholas Carlini, David Wagner, Towards Evaluating the Robustness of Neural Networks 2017 IEEE Symposium on Security and Privacy (SP). pp. 39- 57 ,(2017) , 10.1109/SP.2017.49
Umang Yadav, Sherif N. Abbas, Dimitrios Hatzinakos, Evaluation of PPG Biometrics for Authentication in Different States international conference on biometrics. pp. 277- 282 ,(2018) , 10.1109/ICB2018.2018.00049
Nicolas Papernot, Patrick McDaniel, Xi Wu, Somesh Jha, Ananthram Swami, Distillation as a Defense to Adversarial Perturbations Against Deep Neural Networks 2016 IEEE Symposium on Security and Privacy (SP). pp. 582- 597 ,(2016) , 10.1109/SP.2016.41
Ilya Sutskever, Christian Szegedy, Ian Goodfellow, Joan Bruna, Rob Fergus, Rob Fergus, Dumitru Erhan, Wojciech Zaremba, Intriguing properties of neural networks international conference on learning representations. ,(2014)
Irene Jarchum, The ethics of neurotechnology Nature Biotechnology. ,vol. 37, pp. 993- 996 ,(2019) , 10.1038/S41587-019-0239-3
Lubin Meng, Chin-Teng Lin, Tzyy-Ping Jung, Dongrui Wu, White-Box Target Attack for EEG-Based BCI Regression Problems international conference on neural information processing. pp. 476- 488 ,(2019) , 10.1007/978-3-030-36708-4_39
Beanbonyka Rim, Nak-Jun Sung, Sedong Min, Min Hong, Deep Learning in Physiological Signal Data: A Survey. Sensors. ,vol. 20, pp. 969- ,(2020) , 10.3390/S20040969
David J. Miller, Zhen Xiang, George Kesidis, Adversarial Learning Targeting Deep Neural Network Classification: A Comprehensive Review of Defenses Against Attacks Proceedings of the IEEE. ,vol. 108, pp. 402- 433 ,(2020) , 10.1109/JPROC.2020.2970615
Xue Jiang, Xiao Zhang, Dongrui Wu, Active Learning for Black-Box Adversarial Attacks in EEG-Based Brain-Computer Interfaces ieee symposium series on computational intelligence. pp. 361- 368 ,(2019) , 10.1109/SSCI44817.2019.9002719