Graph Neural Networks

Graph Neural Network is a type of neural network model that belongs to the broader class of deep learning architectures and is specifically designed to process and learn representations from graph-structured data by propagating and aggregating information across nodes and edges.

7.4K

Publications

636.2K

Citations

24.7K

Authors

Institutions

Publications per year

2017–2026

7.3K

Variants

Gnns

Parents

Deep LearningGraph AnalyticsGraph MiningGraph-based LearningNeural NetworksSingle-cell IntegrationSingle-cell Multi-omics Integration

Publications

7.4K

Gradient-based learning applied to document recognition

Yann LeCun, Léon Bottou, Yoshua Bengio et al. · Proceedings of the IEEE · 1998 · 58.2K citations · Full text

Computing, Computer Science, Computer Vision +14

Detecting Functionality-Specific Vulnerabilities via Retrieving Individual Functionality-Equivalent APIs in Open-Source Repositories

Dagstuhl Research Online Publication Server · 2025 · 16.2K citations · Full text

Computing, Computer Science, Feature Engineering +16

The Graph Neural Network Model

Franco Scarselli, M. Gori, Ah Chung Tsoi et al. · IEEE Transactions on Neural Networks · 2008 · 9.3K citations · Full text

Computing, Computer Science, Molecular Biology +13

A Comprehensive Survey on Graph Neural Networks

IEEE Transactions on Neural Networks and Learning Systems · 2020 · 9.2K citations · Full text

Computing, Computer Science, Data Mining +11

DeepWalk

2014 · 8.5K citations · Full text

Computing, Computer Science, Knowledge Representation +16

1–5 of 7.4K

Authors

24.7K

PS
Philip S. Yu
University of Illinois Chicago, United States
64 publications · 6.8K citations
33
h-index
SP
Shirui Pan
Monash University, Australia
56 publications · 8.8K citations
32
h-index
CS
Chuan Shi
Beijing University of Posts and Telecommunications, China
52 publications · 6.9K citations
32
h-index
JL
Jure Leskovec
Stanford University, United States
46 publications · 7K citations
31
h-index
XH
Xiangnan He
University of Science and Technology of China, China
36 publications · 8.4K citations
28
h-index

1–5 of 24.7K

Institutions

1–8 of 3K

Venues

arXiv (Cornell University)
Repository · 1.2K publications · 90.8K citations
120
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 253 publications · 34.2K citations
79
h-index
IEEE Transactions on Neural Networks and Learning Systems
127 publications · 7.8K citations
48
h-index
IEEE Transactions on Knowledge and Data Engineering
TKDE · 114 publications · 10.5K citations
47
h-index
IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 73 publications · 7.1K citations
41
h-index

1–5