Dataset | # Nodes | # Edges | # Classes |
---|---|---|---|
Cora | 2,708 | 10,556 | 7 |
Citeseer | 3,327 | 9,228 | 6 |
Pubmed | 19,717 | 88,651 | 3 |
Refer to Planetoid.
Dataset | # Nodes | # Edges | # Classes |
---|---|---|---|
Cora | 2,485 | 10,138 | 7 |
Citeseer | 2,120 | 7,358 | 6 |
Pubmed | 19,717 | 88,651 | 3 |
# available dataset: "cora", "citeseer", "pubmed"
TL_BACKEND="torch" python ltd_trainer.py --dataset cora --model GCN
TL_BACKEND="torch" python ltd_trainer.py --dataset cora --model GAT
TL_BACKEND="torch" python ltd_trainer.py --dataset citeseer --model GCN
TL_BACKEND="torch" python ltd_trainer.py --dataset citeseer --model GAT
TL_BACKEND="torch" python ltd_trainer.py --dataset pubmed --model GCN
TL_BACKEND="torch" python ltd_trainer.py --dataset pubmed --model GAT
Dataset | GNN | paper(Largest Connected Component) | Our | Our(Largest Connected Component) |
---|---|---|---|---|
cora | GCN | 87.21 | 83.10±0.41 | 84.71±0.44 |
cora | GAT | 86.56 | 82.40±1.38 | 84.35±0.42 |
citeseer | GCN | 78.51 | 72.39±1.09 | 74.69±1.12 |
citeseer | GAT | 77.35 | 72.85±0.71 | 76.27±0.62 |
pubmed | GCN | 81.91 | 79.54±0.70 | 79.54±0.70 |
pubmed | GAT | 82.74 | 78.77±0.90 | 78.77±0.90 |
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