Bandit-based data poisoning attack against federated learning for autonomous driving models

Author:

Wang ShuoORCID,Li QianmuORCID,Cui ZhiyongORCID,Hou Jun,Huang Chanying

Publisher

Elsevier BV

Subject

Artificial Intelligence,Computer Science Applications,General Engineering

Reference46 articles.

1. Support vector machines under adversarial label noise;Biggio;Journal of Machine Learning Research,2011

2. Blanchard, P., El Mhamdi, E. M., Guerraoui, R., & Stainer, J. (2017). Machine learning with adversaries: Byzantine tolerant gradient descent. Advances in Neural Information Processing Systems, 2017-Decem, 119–129.

3. Chi, L., & Mu, Y. (2017). Learning end-to-end autonomous steering model from spatial and temporal visual cues. VSCC 2017 - Proceedings of the Workshop on Visual Analysis in Smart and Connected Communities, Co-Located with MM 2017, 9–16. 10.1145/3132734.3132737.

4. Chulin Xie, Keli Huang, Pin-Yu Chen, B. L. (2020). Dba : Distributed Backdoor Attacks. 8th International Conference on Learning Representations, {ICLR} 2020, 1–15. https://openreview.net/pdf?id=rkgyS0VFvr.

5. Deng, Y., Zheng, X., Zhang, T., Chen, C., Lou, G., & Kim, M. (2020). An Analysis of Adversarial Attacks and Defenses on Autonomous Driving Models. 18th Annual IEEE International Conference on Pervasive Computing and Communications, PerCom 2020. 10.1109/PerCom45495.2020.9127389.

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