CiteSeer Network (GCN Benchmark)

AnalyzedSmallgraphCitation network

A CiteSeer dataset of 3,327 nodes, 4,676 edges, 6 classes, collected by Yang et al. (ICML 2016). Each record contains node features, citation edges, class labels. CiteSeer network with bag-of-words features. Suitable for node classification, semi-supervised learning, graph neural networks.

#Bag of words#Citeseer#Graph neural network#Node classification#Planetoid

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Analytics

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· graph.json

The full graph has 3,327 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

3.3K
Nodes
4.7K
Edges
8.45e-04
Density
438
Components
0.04966
Assortativity
0.0%
Reciprocity
1.4K
Bridges
Most central nodes
9700.02977
13130.01533
19610.01052
14690.01022
11810.00902
10330.00872
7070.00842
24610.00812
3520.00692
6180.00692
Content metrics

3,327 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

labelavg 2.34 / 5
0std 1.765
feature countμ 31.61 ± 6.328
min 0max 54
is test10.0% true
true 10.0%false 90.0%
4.4
Flesch–Kincaid grade
US school grade level
6.8
Automated readability index
Frequent terms
7296011681623169731816123980818688052143161375210212748659951618179716510118781842253920851611151617756512131987147118465792008311620917699163463795011024941812442472563553
Topic clusters

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299
1573

Topic 225

2487
1466
1381
704
1814
1541
1728
2173

Topic 226

1722
2426
1809
2212
885
2936
1855
1854

Topic 227

1629
1591
215
1617
2161
2653
2894
2486

Computed over the full corpus.

Record

Catalog key
gcn_citeseer
Authors
Yang, Zhilin; Cohen, William W.; Salakhutdinov, Ruslan
Year
2016
Source paper
Revisiting Semi-Supervised Learning with Graph Embeddings
DOI / arXiv
10.48550/arXiv.1603.08861
License
Academic Use (LicenseRef-Research-Only)
Records
3,327
Nodes
3,327
Edges
4,676
Nodes are
paper
Edges are
citation
Attributes
nodes have no attributes; edges have no attributes
Languages
en
Collected
2016 (2010s)
Tasks
Node classification (multi-class; label) inferred
From the graph: link prediction, community detection

Provenance

Originally published at
https://github.com/kimiyoung/planetoid link checked
Hosted copy
Mirrored on echo.directory on 2026-10-16, 488.3 MB across 80 files. Checksums in MANIFEST.json.

How to cite

BibTeX

@misc{echo2026,
  title  = {ECHO: Exploratory Compendium of Humanity Online},
  author = {Switzer, Braden and Zafarani, Reza},
  year   = {2026},
  url    = {https://echo.directory},
  note   = {Syracuse University}
}

@misc{https://doi.org/10.48550/arxiv.1603.08861,
  doi       = {10.48550/ARXIV.1603.08861},
  url       = {https://arxiv.org/abs/1603.08861},
  author    = {Yang, Zhilin and Cohen, William W. and Salakhutdinov, Ruslan},
  keywords  = {Machine Learning (cs.LG), FOS: Computer and information sciences, FOS: Computer and information sciences},
  title     = {Revisiting Semi-Supervised Learning with Graph Embeddings},
  publisher = {arXiv},
  year      = {2016},
  copyright = {arXiv.org perpetual, non-exclusive license}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Yang, Z., Cohen, W. W., & Salakhutdinov, R. (2016). CiteSeer Network (GCN Benchmark) [Data set]. https://doi.org/10.48550/arXiv.1603.08861

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Yang, Zhilin, et al. CiteSeer Network (GCN Benchmark). 2016, doi.org/10.48550/arXiv.1603.08861.

BibTeX · RIS · CSL-JSON

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