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Open Access

Peer-reviewed

Research Article

Neural subgraph counting on stream graphs via localized updates and monotonic learning

Zhen Xie,

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Writing – original draft

Affiliation Laboratory for Big Data and Decision, National University of Defense Technology, ChangSha, HuNan, China
⨯
Wenzhe Hou,

Roles Writing – review & editing

Affiliation Laboratory for Big Data and Decision, National University of Defense Technology, ChangSha, HuNan, China
⨯
Feiyang Wu,

Roles Writing – review & editing

Affiliation Laboratory for Big Data and Decision, National University of Defense Technology, ChangSha, HuNan, China
⨯
Hao Xu

Roles Supervision

* E-mail: xhaonudt@163.com

Affiliation Laboratory for Big Data and Decision, National University of Defense Technology, ChangSha, HuNan, China

https://orcid.org/0009-0005-4390-4354

⨯

Neural subgraph counting on stream graphs via localized updates and monotonic learning

Zhen Xie,
Wenzhe Hou,
Feiyang Wu,
Hao Xu

x

Published: October 23, 2025
https://doi.org/10.1371/journal.pone.0334724

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