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Direction-Aware Attentive Hypergraph Learning for Knowledge Graph Completion

delete2026-01-01
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PRE
AI
N
Nie, Haojie
Z
Zhao, Xiangguo *
B
Bi, Xin
Y
Yao, Xin
S
Sun, Yongjiao
L
Lv, Zhixin
DOI：10.1007/978-981-95-5640-3_5delete
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摘要

摘要

En 中文
知识图谱（KG）补全，作为语义推理和AI应用的基础，绝大多数方法仅考虑二元关系的学习。现实世界知识本质上为N元关系，超过61%的Freebase关系涉及三个或更多实体。超图能有效建模N元关系，但现有方法将超边视为无向连接并平等传播所有实体信息，导致两个局限性：（1）混淆知识流向方向，导致缺乏因果链推理逻辑；（2）这种无向性严重损害度数较低（<3邻居）的实体，使其遭受无关信息聚合和不完整上下文整合。为解决这些局限性，我们提出方向感知注意力超图（DAHG）网络，通过方向感知超边保留知识流向方向，并借助全局上下文捕获隐式交互信息以注入低度数实体。我们在两个基准知识图谱数据集（WN18NN和FB5K-237）上进行对比实验，结果表明DAHG优于其他当前最先进的补全方法，从而证明其有效表达N元有向知识的能力。
Keyword:
Knowledge graph
Hypergraph
knowledge graph completion

期刊

W
WEB AND BIG DATA, APWEB-WAIM 2025, PT I
IF:
0
论文数:
32
被引数:
0

机构

N
northeastern university - china
学者数:
3.1W
论文数: 2.7W
被引数: 37
引用论文

引用论文

Learning Entity and Relation Embeddings for Knowledge Graph Completion
errProceedings of the AAAI Conference on Artificial Intelligence
IF0
err2015-02-19
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errYankai Lin; Zhiyuan Liu; Maosong Sun; Yang Liu; Xuan Zhu
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A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network
errProceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 2 (Short Papers)
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err2018-01-01
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errDai Quoc Nguyen; Tu Dinh Nguyen; Dat Quoc Nguyen; Dinh Phung
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Link Prediction on N-ary Relational Facts: A Graph-based Approach
errFindings of the Association for Computational Linguistics: ACL-IJCNLP 2021
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err2021-01-01
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errQuan Wang; Haifeng Wang; Yajuan Lyu; Yong Zhu
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Holographic Embeddings of Knowledge Graphs
errProceedings of the AAAI Conference on Artificial Intelligence
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err2016-03-02
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errMaximilian Nickel; Lorenzo Rosasco; Tomaso Poggio
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Self-Supervised Dynamic Hypergraph Recommendation based on Hyper-Relational Knowledge Graph
errProceedings of the 32nd ACM International Conference on Information and Knowledge Management
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err2023-10-21
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errYi Liu; Hongrui Xuan; Bohan Li; Meng Wang; Tong Chen; Hongzhi Yin
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Representing Text for Joint Embedding of Text and Knowledge Bases
errProceedings of the 2015 Conference on Empirical Methods in Natural Language Processing
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err2015-01-01
err0
errOAAI
errKristina Toutanova; Danqi Chen; Patrick Pantel; Hoifung Poon; Pallavi Choudhury; Michael Gamon
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Knowledge Graph Embedding via Dynamic Mapping Matrix
errProceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)
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err2015-01-01
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errGuoliang Ji; Shizhu He; Liheng Xu; Kang Liu; Jun Zhao
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Modeling Relational Data with Graph Convolutional Networks基于图卷积网络的关系数据建模
errLecture Notes in Computer Science
IF0
err2018-06-03
err0
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errMichael Schlichtkrull; Thomas N. Kipf; Peter Bloem; Rianne van den Berg; Ivan Titov; Max Welling
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Knowledge graph embedding with entity attributes using hypergraph neural networks基于超图神经网络的知识图谱嵌入与实体属性
errIntelligent Data Analysis
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err2022-07-11
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errXu,You-Wei; Zhang,Hong-Jun; Cheng,Kai; Liao,Xiang-Lin; Zhang,Zi-Xuan; Li,Yun-Bo
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Directed hypergraphs and applications
errDiscrete Applied Mathematics
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err1993-04-01
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errGiorgio Gallo; Giustino Longo; Stefano Pallottino; Sang Nguyen
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