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TARGAT: A Time-Aware Relational Graph Attention Model for Temporal Knowledge Graph Embedding

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成果类型:
期刊论文
作者:
Xie, Zhiwen;Zhu, Runjie;Liu, Jin;Zhou, Guangyou;Huang, Jimmy Xiangji
通讯作者:
Liu, J;Zhou, GY
作者机构:
[Liu, Jin; Xie, Zhiwen] Wuhan Univ, Sch Comp Sci, Wuhan 430072, Peoples R China.
[Zhu, Runjie] York Univ, Lassonde Sch Engn, Toronto, ON M3J 1P3, Canada.
[Zhou, Guangyou; Zhou, GY] Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Peoples R China.
[Huang, Jimmy Xiangji] York Univ, Informat Retrieval & Knowledge Management Res Lab, Toronto, ON M3J 1P3, Canada.
通讯机构:
[Liu, J ] W
[Zhou, GY ] C
Wuhan Univ, Sch Comp Sci, Wuhan 430072, Peoples R China.
Cent China Normal Univ, Sch Comp Sci, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Graph embedding;link prediction;knowledge graph;representation learning
期刊:
IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING
ISSN:
2329-9290
年:
2023
卷:
31
页码:
2246-2258
基金类别:
10.13039/501100001809-National Natural Science Foundation of China (Grant Number: 61972290 and 61972173) 10.13039/501100012226-Fundamental Research Funds for the Central Universities (Grant Number: CCNU22QN015) Wuhan Knowledge Innovation Project (Grant Number: 2022010801010278) 10.13039/501100000038-Natural Sciences and Engineering Research Council of Canada NSERC CREATE York Research Chairs Ontario Research Fund-Research Excellence
机构署名:
本校为通讯机构
院系归属:
计算机学院
摘要:
Temporal knowledge graph embedding (TKGE) aims to learn the embedding of entities and relations in a temporal knowledge graph (TKG). Although the previous graph neural networks (GNN) based models have achieved promising results, they cannot directly capture the interactions of multi-facts at different timestamps. To address the above limitation, we propose a time-aware relational graph attention model (TARGAT), which takes the multi-facts at different timestamps as a unified graph. First, we develop a relational generator to dynamically generate a series of time-aware relational message transf...

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