Toward Unknown/Known Cyberattack Detection with a Causal Transformer

Author:

Dai MingORCID,Kang Aimei,Zeng ZengriORCID,Yang Yuxuan,Huang Bing,Peng Jiayi,Luo Wenjian,Li GenghuiORCID

Publisher

Springer Nature Singapore

Reference23 articles.

1. Singh, G., Khare, N.: A survey of intrusion detection from the perspective of intrusion datasets and machine learning techniques. Int. J. Comput. Appl. 44(7), 659–669 (2022)

2. Zeng, Z., Wei, P., Zeng, D.: Improving the stability of intrusion detection with causal deep learning. IEEE Trans. Netw. Serv. Manage. 19(4), 4750–4763 (2022)

3. Yang, J., Chen, X., Chen, S.: Conditional variational auto-encoder and extreme value theory aided two-stage learning approach for intelligent fine-grained known/unknown intrusion detection. IEEE Trans. Inf. Forensics Secur. 16, 3538–3553 (2022)

4. Xu, J., Wu, H., Wang, J., Long, M,.: Anomaly transformer: Time series anomaly detection with association discrepancy. In: 8th International Conference on Learning Representations, vol. 9, pp. 1–20 (2022)

5. Moraffah, R., Karmi, M., Liu, H.: Causal interpretability for machine learning-problems, methods and evaluation. ACM SIGKDD Explorations Newsl 22(1), 18–33 (2020)

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