Small Molecule Classification on ogbg-molhiv (test)
79.7ROC-AUCDGN
Evaluation results
| Method | Links | |
|---|---|---|
| DGN2022.06 | 79.7 | |
| ER (node) embeddings + HTfeature=ER node embeddings and Hitting Times, random rotations=true2022.06 | 79.13 | |
| SEM-ILBackbone=GCN, Algorithm=SEM-IL2023.10 | 79.09 | |
| SEM-ILBackbone=GIN, Algorithm=SEM-IL2023.10 | 78.61 | |
| SEM-onlyBackbone=GCN, Algorithm=SEM-only2023.10 | 78.4 | |
| SEM-onlyBackbone=GIN, Algorithm=SEM-only2023.10 | 78.21 | |
| ER (node) embeddings + HTfeature=ER node embeddings and Hitting Times2022.06 | 78.16 | |
| ER (node) embeddingsfeature=ER node embeddings2022.06 | 77.77 | |
| ER GNNfeature=Effective Resistance2022.06 | 77.75 | |
| Baseline+Backbone=GIN, Algorithm=Baseline+2023.10 | 77.01 | |
| BaselineBackbone=GIN, Algorithm=Baseline2023.10 | 76.99 | |
| Hitting Timesfeature=Hitting Times2022.06 | 76.56 | |
| ER (node) embeddingsfeature=ER node embeddings, random rotations=true2022.06 | 76.28 | |
| BaselineBackbone=GCN, Algorithm=Baseline2023.10 | 76.25 | |
| ER (edge) embeddingsfeature=ER edge embeddings2022.06 | 76.18 | |
| GCN2022.06 | 76.06 | |
| Baseline+Backbone=GCN, Algorithm=Baseline+2023.10 | 75.58 | |
| MPNN + Random Featuresrandom features=true2022.06 | 75.52 | |
| MPNN2022.06 | 74.67 |