| graph-classification-on-cifar10-100k | GIN | #19 | Accuracy (%): 53.28 |
| graph-classification-on-collab | GIN-0 | #12 | Accuracy: 80.2% |
| graph-classification-on-dd | GIN | #33 | Accuracy: 77.311±2.223 |
| graph-classification-on-enzymes | GIN | #16 | Accuracy: 68.303±4.170 |
| graph-classification-on-imdb-b | GIN | #5 | Accuracy: 81.250±3.775 |
| graph-classification-on-imdb-b | GIN-0 | #22 | Accuracy: 75.1% |
| graph-classification-on-imdb-m | GIN-0 | #10 | Accuracy: 52.3% |
| graph-classification-on-mutag | GIN-0 | #24 | Accuracy: 89.4% |
| graph-classification-on-nci1 | GIN | #15 | Accuracy: 84.818±0.936 |
| graph-classification-on-nci1 | GIN-0 | #26 | Accuracy: 82.7% |
| graph-classification-on-nci109 | GIN | #5 | Accuracy: 84.155±0.812 |
| graph-classification-on-peptides-func | GIN | #37 | AP: 0.6043±0.0216 |
| graph-classification-on-proteins | GIN-0 | #46 | Accuracy: 76.2 |
| graph-classification-on-proteins | GIN | #55 | Accuracy: 75.536±1.851 |
| graph-classification-on-ptc | GIN-0 | #18 | Accuracy: 64.40% |
| graph-classification-on-re-m5k | GIN-0 | #1 | Accuracy: 57.5% |
| graph-classification-on-reddit-b | GIN-0 | #3 | Accuracy: 92.4 |
| graph-property-prediction-on-ogbg-code2 | GIN+virtual node | #9 | Test F1 score: 0.1581 ± 0.0026Ext. data: No… |
| graph-property-prediction-on-ogbg-code2 | GIN | #15 | Test F1 score: 0.1495 ± 0.0023Ext. data: No… |
| graph-property-prediction-on-ogbg-molhiv | GIN+virtual node | #29 | Test ROC-AUC: 0.7707 ± 0.0149Ext. data: No… |
| graph-property-prediction-on-ogbg-molhiv | GIN | #34 | Test ROC-AUC: 0.7558 ± 0.0140Ext. data: No… |
| graph-property-prediction-on-ogbg-molpcba | GIN+virtual node | #22 | Test AP: 0.2703 ± 0.0023Ext. data: NoValidation AP: 0.2798 ± 0.0025… |
| graph-property-prediction-on-ogbg-molpcba | GIN | #27 | Test AP: 0.2266 ± 0.0028Ext. data: NoValidation AP: 0.2305 ± 0.0027… |
| graph-property-prediction-on-ogbg-ppa | GIN+virtual node | #9 | Ext. data: NoTest Accuracy: 0.7037 ± 0.0107… |
| graph-property-prediction-on-ogbg-ppa | GIN | #12 | Ext. data: NoTest Accuracy: 0.6892 ± 0.0100… |
| graph-regression-on-esr2 | GIN | #4 | R2: 0.668±0.000RMSE: 0.509±0.668 |
| graph-regression-on-f2 | GIN | #3 | R2: 0.887±0.000RMSE: 0.342±0.887 |
| graph-regression-on-kit | GIN | #5 | R2: 0.833±0.000RMSE: 0.444±0.833 |
| graph-regression-on-lipophilicity | GIN | #4 | RMSE: 0.537±0.010R2: 0.819±0.007 |
| graph-regression-on-parp1 | GIN | #3 | R2: 0.922±0.000RMSE: 0.349±0.922 |
| graph-regression-on-pcqm4mv2-lsc | GIN | #18 | Validation MAE: 0.1195Test MAE: 0.1218 |
| graph-regression-on-pgr | GIN | #4 | R2: 0.696±0.000RMSE: 0.532±0.696 |
| graph-regression-on-zinc-500k | GIN | #34 | MAE: 0.526 |
| graph-regression-on-zinc-full | GIN | #15 | Test MAE: 0.068±0.004 |
| molecular-property-prediction-on-esol | GIN | #3 | RMSE: 0.509±0.044R2: 0.938±0.011 |
| molecular-property-prediction-on-freesolv | GIN | #4 | RMSE: 0.744±0.083R2: 0.964±0.008 |
| node-classification-on-pattern-100k | GIN | #5 | Accuracy (%): 85.590 |