Node Classification on self-citation (test)
64.9APDAG+NodeFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DAG+NodeFormerDAG attention=true2022.10 | 64.9 | 81.7 | |
| DAG+TransformerDAG attention=true2022.10 | 63.8 | 82.2 | |
| DAG+GraphGPSDAG attention=true2022.10 | 63.5 | 80.8 | |
| DAG+SATDAG attention=true2022.10 | 62.7 | 80.6 | |
| PNA2022.10 | 62.4 | 81 | |
| GraphGPS2022.10 | 61.6 | 81.3 | |
| DAGNN2022.10 | 61.2 | 81 | |
| SAT2022.10 | 59.8 | 79.8 | |
| GCN-Virtualvirtual node=true2022.10 | 58.9 | 80 | |
| GCN2022.10 | 58.8 | 79.9 | |
| GIN2022.10 | 57.7 | 79.7 | |
| GIN-Virtualvirtual node=true2022.10 | 57.4 | 79.5 | |
| Transformer2022.10 | 56.8 | 78.7 | |
| GAT2022.10 | 55.3 | 77.9 | |
| PACE2022.10 | 52.1 | 75.9 | |
| NodeFormer2022.10 | 39.6 | 69.4 |