Explainable Machine Learning for Cyberattack Identification from Traffic Flows

Yujing Zhou; Marc L. Jacquet; Robel Dawit; Skyler Fabre; Dev Sarawat; Faheem Khan; Madison Newell; Yongxin Liu; Dahai Liu; Hongyun Chen; Jian Wang; Huihui Wang

doi:10.1109/SPW67851.2025.00046

Explainable Machine Learning for Cyberattack Identification from Traffic Flows

Yujing Zhou
, Marc L. Jacquet
, Robel Dawit
, Skyler Fabre
, Dev Sarawat
, Faheem Khan
, Madison Newell
, Yongxin Liu
, Dahai Liu
, Hongyun Chen
, Jian Wang
, Huihui Wang

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025
Editors	Marina Blanton, William Enck, Cristina Nita-Rotaru
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	329-334
Number of pages	6
ISBN (Electronic)	9798331566432
DOIs	https://doi.org/10.1109/SPW67851.2025.00046
State	Published - 2025
Externally published	Yes
Event	46th IEEE Symposium on Security and Privacy Workshops, SPW 2025 - San Francisco, United States Duration: May 12 2025 → May 15 2025

Publication series

Name	Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025

Conference

Conference	46th IEEE Symposium on Security and Privacy Workshops, SPW 2025
Country/Territory	United States
City	San Francisco
Period	5/12/25 → 5/15/25

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Networks and Communications
Information Systems
Safety, Risk, Reliability and Quality
Communication

Access to Document

10.1109/SPW67851.2025.00046

Cite this

Zhou, Y., Jacquet, M. L., Dawit, R., Fabre, S., Sarawat, D., Khan, F., Newell, M., Liu, Y., Liu, D., Chen, H., Wang, J., & Wang, H. (2025). Explainable Machine Learning for Cyberattack Identification from Traffic Flows. In M. Blanton, W. Enck, & C. Nita-Rotaru (Eds.), Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025 (pp. 329-334). (Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SPW67851.2025.00046

Explainable Machine Learning for Cyberattack Identification from Traffic Flows. / Zhou, Yujing; Jacquet, Marc L.; Dawit, Robel et al.
Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025. ed. / Marina Blanton; William Enck; Cristina Nita-Rotaru. Institute of Electrical and Electronics Engineers Inc., 2025. p. 329-334 (Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Zhou, Y, Jacquet, ML, Dawit, R, Fabre, S, Sarawat, D, Khan, F, Newell, M, Liu, Y, Liu, D, Chen, H, Wang, J & Wang, H 2025, Explainable Machine Learning for Cyberattack Identification from Traffic Flows. in M Blanton, W Enck & C Nita-Rotaru (eds), Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025. Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025, Institute of Electrical and Electronics Engineers Inc., pp. 329-334, 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025, San Francisco, United States, 5/12/25. https://doi.org/10.1109/SPW67851.2025.00046

Zhou Y, Jacquet ML, Dawit R, Fabre S, Sarawat D, Khan F et al. Explainable Machine Learning for Cyberattack Identification from Traffic Flows. In Blanton M, Enck W, Nita-Rotaru C, editors, Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025. Institute of Electrical and Electronics Engineers Inc. 2025. p. 329-334. (Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025). doi: 10.1109/SPW67851.2025.00046

Zhou, Yujing ; Jacquet, Marc L. ; Dawit, Robel et al. / Explainable Machine Learning for Cyberattack Identification from Traffic Flows. Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025. editor / Marina Blanton ; William Enck ; Cristina Nita-Rotaru. Institute of Electrical and Electronics Engineers Inc., 2025. pp. 329-334 (Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025).

@inproceedings{14055b7071d442e395076af7d9c5bb86,

title = "Explainable Machine Learning for Cyberattack Identification from Traffic Flows",

author = "Yujing Zhou and Jacquet, \{Marc L.\} and Robel Dawit and Skyler Fabre and Dev Sarawat and Faheem Khan and Madison Newell and Yongxin Liu and Dahai Liu and Hongyun Chen and Jian Wang and Huihui Wang",

note = "Publisher Copyright: {\textcopyright} 2025 IEEE.; 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025 ; Conference date: 12-05-2025 Through 15-05-2025",

year = "2025",

doi = "10.1109/SPW67851.2025.00046",

language = "English",

series = "Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "329--334",

editor = "Marina Blanton and William Enck and Cristina Nita-Rotaru",

booktitle = "Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025",

}

TY - GEN

T1 - Explainable Machine Learning for Cyberattack Identification from Traffic Flows

AU - Zhou, Yujing

AU - Jacquet, Marc L.

AU - Dawit, Robel

AU - Fabre, Skyler

AU - Sarawat, Dev

AU - Khan, Faheem

AU - Newell, Madison

AU - Liu, Yongxin

AU - Liu, Dahai

AU - Chen, Hongyun

AU - Wang, Jian

AU - Wang, Huihui

PY - 2025

Y1 - 2025

UR - https://www.scopus.com/pages/publications/105010821874

UR - https://www.scopus.com/pages/publications/105010821874#tab=citedBy

U2 - 10.1109/SPW67851.2025.00046

DO - 10.1109/SPW67851.2025.00046

M3 - Conference contribution

AN - SCOPUS:105010821874

T3 - Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025

SP - 329

EP - 334

BT - Proceedings - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025

A2 - Blanton, Marina

A2 - Enck, William

A2 - Nita-Rotaru, Cristina

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 46th IEEE Symposium on Security and Privacy Workshops, SPW 2025

Y2 - 12 May 2025 through 15 May 2025

ER -

Explainable Machine Learning for Cyberattack Identification from Traffic Flows

Publication series

Conference

ASJC Scopus Subject Areas

Access to Document

Other files and links

Cite this