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Efficient Table Embeddings via Self-Supervised Structural-Semantic Graph Autoencoder

delete2025-08-01
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PRE
AI
J
Jinlong Tian
S
Shixuan Liu
R
Ruochun Jin
M
Mengmeng Li
Y
Yanfang Zhou
X
Xinhai Xu *
Y
Yuhua Tang *
DOI:10.1016/j.ipm.2025.104298delete
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Abstract

Abstract

En 中文
• We introduce TEA, a framework for learning embeddings from tabular data. • Our TEA framework models complex structural and semantic relationships efficiently. • TEA shows superior efficiency and effectiveness on schema matching/entity resolution.
Keywords:
Table embedding
Schema matching
Entity resolution

Journal

I
Information Processing and Management
IF:
6.9
Papers:
5.2K
Citations:
1.4W

Organization

N
National University of Defense Technology
Scholars:
3.3K
Papers: 1.0K
Citations: 8.2K
A
Academy of Military Sciences
Scholars:
156
Papers: 54
Citations: 0
Cited Papers

Cited Papers

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TUTA
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err2018-05-27
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errSidharth Mudgal; Han Li; Theodoros Rekatsinas; AnHai Doan; Youngchoon Park; Ganesh Krishnan; Rohit Deep; Esteban Arcaute; Vijay Raghavendra
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