The PubMed dataset consists of 19717 scientific publications from PubMed database pertaining to diabetes classified into one of three classes. The citation network consists of 44338 links. Each publication in the dataset is described by a TF/IDF weighted word vector from a dictionary which consists of 500 unique words.
Source: https://linqs.soe.ucsc.edu/dataBenchmarks
| Trend | Task | Dataset Variant | Best Model | Paper | Code |
|---|---|---|---|---|---|
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Pubmed
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ACM-Snowball-3
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PubMed with Public Split: fixed 20 nodes per class
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OGC
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PubMed (60%/20%/20% random splits)
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ACM-Snowball-3
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Pubmed
|
Top Down Transformer
|
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PubMed (48%/32%/20% fixed splits)
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GCNII
|
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PubMed (0.05%)
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VCHN
|
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PubMed (0.03%)
|
VCHN
|
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PubMed (0.1%)
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Truncated Krylov
|
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Pubmed
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Walkpooling
|
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Pubmed
|
HipoRank
|
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Pubmed Full-supervised
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GraphSAGE+DropEdge
|
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Pubmed
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R-GMM-VGAE
|
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Pubmed
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RWR-VGAE
|
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Pubmed (biased evaluation)
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GraphStar
|
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PubMed 20k RCT
|
Hierarchical Neural Networks
|
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PubMed-Long Test
|
BertSumExtMulti
|
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Pubmed
|
Fea2Fea-s3
|
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Pubmed: fixed 20 node per class
|
SDSS-APPNP
|
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PubMed Central
|
Gopher
|
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Pubmed (nonstandard variant)
|
GLACE
|
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|
Pubmed
|
CDNMF
|
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|
Pubmed random partition
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GraphMix
|
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|
Pubmed
|
GAT
|
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PubMed-Long Val
|
BertSumExtMulti
|
Papers
| Paper | Code | Results | Date | Stars |
|---|
