Graph property prediction on OGBG-CODE2 (val)
18.5F1 ScoreDAG+SAT
Evaluation Results
| Method | Links | |
|---|---|---|
| DAG+SATTime(epoch)=681s2022.10 | 18.5 | |
| k-subtree SAT-GCNBackbone=GCN, Structure-Awareness=k-subtree2022.02 | 17.77 | |
| k-subtree SAT-PNABackbone=PNA, Structure-Awareness=k-subtree2022.02 | 17.73 | |
| SATTime(epoch)=2437s2022.10 | 17.7 | |
| DAG+GraphGPSTime(epoch)=608s2022.10 | 17.6 | |
| k-subtree SAT-GINBackbone=GIN, Structure-Awareness=k-subtree2022.02 | 17.48 | |
| DAG+TransformerTime(epoch)=591s2022.10 | 17.4 | |
| GraphGPSTime(epoch)=1919s2022.10 | 17.4 | |
| DAG+GraphTransTime(epoch)=526s2022.10 | 17 | |
| GraphTrans2022.02 | 16.61 | |
| GraphTransTime(epoch)=1117s2022.10 | 16.6 | |
| PACETime(epoch)=2410s2022.10 | 16.3 | |
| DAGNNTime(epoch)=6018s2022.10 | 16.1 | |
| TransformerTime(epoch)=1817s2022.10 | 15.5 | |
| Transformer2022.02 | 15.46 | |
| GCN-Virtual NodeVirtual Node=true2022.02 | 14.61 | |
| GCN-VirtualTime(epoch)=198s2022.10 | 14.6 | |
| PNATime(epoch)=427s2022.10 | 14.5 | |
| GIN-VirtualTime(epoch)=155s2022.10 | 14.4 | |
| GATTime(epoch)=134s2022.10 | 14.4 | |
| GIN-Virtual NodeVirtual Node=true2022.02 | 14.39 | |
| GCNTime(epoch)=127s2022.10 | 14 | |
| GCN2022.02 | 13.99 | |
| GIN2022.02 | 13.76 | |
| GINTime(epoch)=181s2022.10 | 13.7 |