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Open Access

Peer-reviewed

Research Article

MambaGCN-SMI: Protocol state machine inference framework based on Mamba and GCN

Junkang Ren ,

Roles Data curation, Investigation, Methodology, Software, Writing – original draft

* E-mail: renjunkang0717@163.com

Affiliation Department of Information System Engineering, PLA Information Engineering University, Zhengzhou, Henan, China

https://orcid.org/0009-0001-1615-4667

⨯
Qing Li,

Roles Conceptualization, Funding acquisition, Project administration

Affiliation Department of Information System Engineering, PLA Information Engineering University, Zhengzhou, Henan, China
⨯
Ruijuan Chu,

Roles Formal analysis, Validation, Writing – review & editing

Affiliation Department of Information System Engineering, PLA Information Engineering University, Zhengzhou, Henan, China
⨯
Yifan Chen

Roles Investigation, Resources, Validation

Affiliation Department of Information System Engineering, PLA Information Engineering University, Zhengzhou, Henan, China

https://orcid.org/0009-0009-1104-2023

⨯

MambaGCN-SMI: Protocol state machine inference framework based on Mamba and GCN

Junkang Ren,
Qing Li,
Ruijuan Chu,
Yifan Chen

x

Published: August 20, 2026
https://doi.org/10.1371/journal.pone.0354921

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