Searchgraph neural network(GNN)returned 10 results

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1

Multi-level contrastive learning for knowledge-aware recommendation with user attribute fusion

融合用户属性的多层次对比学习知识感知推荐方法

Cao Chunping

Wen Xinyu

recommender system

knowledge graph

contrastive learning

graph neural network(GNN)

No. 1, 2026 : 76-82 doi:10.19734/j.issn.1001-3695.2025.06.0207

2

Minority class augmentation and distant connectivity for imbalanced node classification

基于少类增强和远距离连通的不平衡节点分类

Han Zhongming

Zhang Shuqun

Liu Yan

Yang Weijie

graph neural network(GNN)

node classification

minority class augmentation

topological imbalance

quantity imbalance

No. 9, 2025 : 2683-2689 doi:10.19734/j.issn.1001-3695.2025.02.0049

3

Graph similarity computation based on cross-graph feature fusion and structure-aware attention

基于跨图特征融合和结构感知注意力的图相似度计算

Pang Jun

Yan Bingxin

Lin Xiaoli

Wang Mengxiang

graph edit distance(GED)

graph similarity

graph neural network(GNN)

graph embedding learning

No. 8, 2025 : 2320-2328 doi:10.19734/j.issn.1001-3695.2025.01.0020

4

Graph neural recommendation algorithm with implicit relationship enhancement

隐式关系增强的图神经网络推荐算法

Xiong Zhongmin

Zhang Jun

graph neural network(GNN)

social recommendation

knowledge graph

metapath

attention mechanism

No. 5, 2025 : 1338-1344 doi:10.19734/j.issn.1001-3695.2024.09.0363

5

Graph Transformer technology and research progress: from fundamental theory to cutting-edge applications

Graph Transformer技术与研究进展：从基础理论到前沿应用

You Hao

Ding Cangfeng

Ma Lerong

Yan Zhaoyao

Cao Lu

graph neural network(GNN)

Graph Transformer

graph representation learning

node classification

No. 4, 2025 : 975-986 doi:10.19734/j.issn.1001-3695.2024.08.0291

6

Dual intent session-based recommendation integrating multi-layer graphs and classification information

融合多层图与分类信息的双意图会话推荐

Liu Chao

Wang Zhongdi

Yu Yanhua

Zhu Jun

session-based recommendation(SBR)

multi-layer information

graph neural network(GNN)

classification information

dual intent

No. 4, 2025 : 1058-1064 doi:10.19734/j.issn.1001-3695.2024.08.0323

7

Trajectory prediction method based on motion state

一种基于运动状态的轨迹预测方法

Gu Yifan

Mo Lei

trajectory prediction

motion state

attention mechanism

graph neural network(GNN)

No. 4, 2025 : 1080-1084 doi:10.19734/j.issn.1001-3695.2024.09.0295

8

Social knowledge recommendation based on graph reconstruction

基于图重构的社交知识推荐

Zhang Xinyue

Gao Hui

social recommendation

knowledge graph

contrastive learning

neighborhood enhancement

graph neural network(GNN)

No. 12, 2024 : 3607-3613 doi:10.19734/j.issn.1001-3695.2024.05.0145

9

Interpretive subgraph generation model for knowledge graph link prediction task

面向知识图谱链接预测任务的解释子图生成模型

Yao Junping

Yuan Cong

Li Xiaojun

Guo Yi

Wang Hao

Zhou Zhijie

interpretability

knowledge graph(KG)

knowledge reasoning

graph neural network(GNN)

model-agnostic explanatory methods

No. 2, 2024 : 375-380 doi:10.19734/j.issn.1001-3695.2023.06.0260

10

Collaborative filtering recommendation model based on graph convolution and cross product

基于图卷积与外积的协同过滤推荐模型

Su Jing

Xu Tianqi

Zhang Xiankun

Shi Yancui

Gu Shuting

recommended system

collaborative filtering

graph neural network(GNN)

convolutional neural network(CNN)

matrix factorization

No. 10, 2021 : 3044-3048 doi:10.19734/j.issn.1001-3695.2021.02.0053