Graph Classification on ogbg-code2 standard (test)
18.3F1 ScoreGraphTrans
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphTransBackbone=GCN-Virtual2022.01 | 18.3 | |
| GraphTransBackbone=PNA2022.01 | 17.65 | |
| DAGNNstate=SOTA2022.01 | 17.51 | |
| GraphTransBackbone=GCN2022.01 | 17.51 | |
| Transformer2022.01 | 16.7 | |
| GCN-Virtual2022.01 | 15.95 | |
| EGC-MMemory=O(V)2021.04 | 15.95 | |
| GIN-Virtual2022.01 | 15.81 | |
| PNA2022.01 | 15.7 | |
| PNAMemory=O(E), low_vram_exhausted_on_11GB=true2021.04 | 15.7 | |
| MPNN-MaxMemory=O(E)2021.04 | 15.52 | |
| GATv2Memory=O(E)2021.04 | 15.37 | |
| EGC-SMemory=O(V)2021.04 | 15.28 | |
| GATMemory=O(E)2021.04 | 15.13 | |
| GCN2022.01 | 15.07 | |
| GIN2022.01 | 14.95 | |
| GINMemory=O(V)2021.04 | 14.81 | |
| GCNMemory=O(V)2021.04 | 14.8 | |
| MPNN-SumMemory=O(E)2021.04 | 14.7 | |
| GraphSAGEMemory=O(V)2021.04 | 14.53 |