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Aggregation-aware MLP: An unsupervised approach for graph message-passing

delete2026-04-29
delete0
PRE
AI
X
Xuanting Xie
B
Bingheng Li
E
Erlin Pan
X
Xinyi Wang
K
Keren He
W
Wenyu Chen *
Z
Zhao Kang *
DOI：10.1016/j.patcog.2026.113877delete
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摘要

摘要

En 中文
• 从GNN的聚合转向使表示聚合适应。• 提出一种无监督框架，统一同质图和异质图。• 在理论分析中，将传统的分组效应扩展到高阶版本。
Keyword:
Graph Neural Networks
Message Passing
Aggregation-adaptive
Unsupervised Learning
Homophilic Graphs

期刊

Pattern Recognition 封面图
Pattern Recognition
IF:
7.6
论文数:
1.3W
被引数:
4.5W

机构

A
Alibaba Group
学者数:
306
论文数: 114
被引数: 0
U
university of electronic science and technology of china
学者数:
1.3W
论文数: 4.8K
被引数: 4
N
ningbo yinliang science and technology co., ltd.
学者数:
1
论文数: 1
被引数: 0
 
 johns hopkins university
学者数:
3.9K
论文数: 1.5K
被引数: 0
M
michigan state university
学者数:
3.6W
论文数: 3.2W
被引数: 44
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