STAGE: LLM-Driven Semantic and Topological Augmented Graph Embedding for Text-Attributed Graphs.

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Title: STAGE: LLM-Driven Semantic and Topological Augmented Graph Embedding for Text-Attributed Graphs.
Authors: Huang, Shiwei1 (AUTHOR), Xiao, Shunxin1,2 (AUTHOR), Zhang, Xu-Yao2,3 (AUTHOR), Zhu, Shunzhi1 (AUTHOR), Liu, Luoqi2,3 (AUTHOR), Wang, Da-Han1,3 (AUTHOR) wangdh@xmut.edu.cn
Source: Mathematics (2227-7390). May2026, Vol. 14 Issue 9, p1568. 19p.
Database: Academic Search Ultimate
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  Data: STAGE: LLM-Driven Semantic and Topological Augmented Graph Embedding for Text-Attributed Graphs.
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  Data: <searchLink fieldCode="AR" term="%22Huang%2C+Shiwei%22">Huang, Shiwei</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Xiao%2C+Shunxin%22">Xiao, Shunxin</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Zhang%2C+Xu-Yao%22">Zhang, Xu-Yao</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Zhu%2C+Shunzhi%22">Zhu, Shunzhi</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Liu%2C+Luoqi%22">Liu, Luoqi</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Wang%2C+Da-Han%22">Wang, Da-Han</searchLink><relatesTo>1,3</relatesTo> (AUTHOR)<i> wangdh@xmut.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22Mathematics+%282227-7390%29%22">Mathematics (2227-7390)</searchLink>. May2026, Vol. 14 Issue 9, p1568. 19p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=193718589
RecordInfo BibRecord:
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      – Type: doi
        Value: 10.3390/math14091568
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      – Code: eng
        Text: English
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        PageCount: 19
        StartPage: 1568
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      – TitleFull: STAGE: LLM-Driven Semantic and Topological Augmented Graph Embedding for Text-Attributed Graphs.
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            NameFull: Huang, Shiwei
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            NameFull: Xiao, Shunxin
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            NameFull: Zhang, Xu-Yao
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            NameFull: Zhu, Shunzhi
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            NameFull: Liu, Luoqi
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            – D: 01
              M: 05
              Text: May2026
              Type: published
              Y: 2026
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              Value: 14
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