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Generating Counterfactual Temporal Motifs: Unraveling the Mysteries of Temporal Graph Neural Networks

Published Online: 2026-01-24

Published Print: 2026-03

Authors

Zhao, Yibowen https://orcid.org/0000-0002-1891-6186
Xu, Yonghui

Liu, Ning

Cui, Lizhen

Li, Qingzhong
Funding

Funding for this research was provided by:

Natural Science Foundation of China (92367202)

Natural Science Foundation of China (62202279)

the Excellent Youth Science Fund Project (Overseas) of Shandong Province (2023HWYQ-039)

Natural Science Foundation of Shandong Province (ZR2022QF018)

the Natural Science Foundation of Shandong Province (ZR2023LZH006)
License Information

Text and Data Mining valid from 2026-01-24

Version of Record valid from 2026-01-27
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Article History

Received: 10 May 2025

Revised: 1 September 2025

Accepted: 22 September 2025

First Online: 24 January 2026

Declarations

:

: Not applicable.

: Not applicable.

: The authors declare that they have no competing interests.

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