Graph Classification on ogbg-molpcba
29.3APGNN-AK+
Evaluation Results
| Method | Links | |
|---|---|---|
| GNN-AK+backbone=GIN2021.10 | 29.3 | |
| GIN-AK2022.10 | 29.3 | |
| GNN-AK+backbone=GIN, Sampling=SubgraphDrop2021.10 | 29.16 | |
| DGN2021.10 | 28.85 | |
| GNN-AK+backbone=PNA*2021.10 | 28.85 | |
| GNN-AK+backbone=PNA*, Sampling=SubgraphDrop2021.10 | 28.8 | |
| GDGINBackbone=GIN2022.10 | 28.59 | |
| GNN-AK+backbone=GCN2021.10 | 28.46 | |
| GNN-AK+backbone=GCN, Sampling=SubgraphDrop2021.10 | 28.4 | |
| LSPE2022.10 | 28.4 | |
| PNA2021.10 | 28.38 | |
| Nested-GIN2022.10 | 28.32 | |
| HGODE2026.04 | 27.8 | |
| GNN-AKbackbone=GIN2021.10 | 27.4 | |
| PNA*2021.10 | 27.37 | |
| GIN2022.10 | 27.03 | |
| GCN+2026.04 | 26.9 | |
| GIN2021.10 | 26.82 | |
| FLODE2026.04 | 26.7 | |
| DRAGON2026.04 | 26.6 | |
| GCNII2026.04 | 26.5 | |
| Sheaf Diff.2026.04 | 26.3 | |
| GREAD-Exp2026.04 | 26.2 | |
| HGODEvariant=w/o topo. search2026.04 | 26.2 | |
| GRAND2026.04 | 26 | |
| FROND2026.04 | 26 | |
| HGODEvariant=w/o force margin2026.04 | 26 | |
| GREAD-BS2026.04 | 25.7 | |
| HGODEvariant=w/o hysteresis2026.04 | 25.4 | |
| CGNN2026.04 | 25.2 | |
| GDE2026.04 | 24.7 | |
| BuNN2026.04 | 24.5 | |
| GCN2021.10 | 23.85 | |
| ACMP2026.04 | 22.6 | |
| GCN2026.04 | 20.4 | |
| multi-head GATheads=3, 4, or 52020.12 | 20.1 |