Node Classification on Synthetic chain graphs length 200 (test)
100Micro-F1Higher-order Transformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Higher-order TransformerLayers=Sparse (S), Global pooling=true2021.10 | 100 | 100 | |
| Higher-order TransformerLayers=Sparse (S), Attention=Kernel (phi), Global pooling=true2021.10 | 100 | 100 | |
| GIN-02021.10 | 53.72 | 36.22 | |
| Higher-order TransformerLayers=Sparse (S), Global pooling=false2021.10 | 53.72 | 36.22 | |
| MLP_pivariant=Sparse2021.10 | 53.5 | 36.04 | |
| Higher-order TransformerLayers=Sparse (S), Attention=Kernel (phi), Global pooling=false2021.10 | 50.77 | 35.22 | |
| GCN2021.10 | 47.78 | 33.58 | |
| GAT2021.10 | 47.78 | 33.58 |