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Models/TREE-G

TREE-G

Reported on 11 benchmarks across 3 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Graphs7 results

Graph ClassificationonMutagenicity
Accuracy· 2022-07-06
83
SOTA
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760
Graph ClassificationonHIV dataset
Accuracy· 2022-07-06
83.5
SOTA
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760
Graph ClassificationonPROTEINS
Accuracy· 2022-07-06
75.6
best: 84.91 (HGP-SL)
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760
Graph ClassificationonENZYMES
Accuracy· 2022-07-06
59.6
best: 78.39 (DSGCN-allfeat)
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760
Node ClassificationonCiteseer
Accuracy· 2022-07-06
74.5
best: 76.33 (3ference)
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760
Node ClassificationonCora: fixed 20 node per class
Accuracy· 2022-07-06
83.5
best: 84.2 (DSGCN)
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760
Node ClassificationonPubmed
Accuracy· 2022-07-06
78
best: 88.9 (3ference)
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760

Methodology4 results

ClassificationonMutagenicity
Accuracy· 2022-07-06
83
SOTA
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760
ClassificationonHIV dataset
Accuracy· 2022-07-06
83.5
SOTA
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760
ClassificationonPROTEINS
Accuracy· 2022-07-06
75.6
best: 84.91 (HGP-SL)
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760
ClassificationonENZYMES
Accuracy· 2022-07-06
59.6
best: 78.39 (DSGCN-allfeat)
TREE-G: Decision Trees Contesting Graph Neural Networks arXiv:2207.02760