| graph-classification-on-dd | DropGIN | #30 | Accuracy: 78.151±3.711 |
| graph-classification-on-enzymes | DropGIN | #21 | Accuracy: 65.128±4.117 |
| graph-classification-on-imdb-b | DropGIN | #18 | Accuracy: 75.7% |
| graph-classification-on-imdb-m | DropGIN | #14 | Accuracy: 51.4% |
| graph-classification-on-mutag | DropGIN | #17 | Accuracy: 90.4% |
| graph-classification-on-nci1 | DropGIN | #18 | Accuracy: 84.331±1.564 |
| graph-classification-on-nci109 | DropGIN | #6 | Accuracy: 83.961±1.141 |
| graph-classification-on-proteins | DropGIN | #42 | Accuracy: 76.3% |
| graph-classification-on-ptc | DropGIN | #15 | Accuracy: 66.3% |
| graph-regression-on-esr2 | DropGIN | #3 | R2: 0.675±0.000RMSE: 0.503±0.675 |
| graph-regression-on-f2 | DropGIN | #5 | R2: 0.886±0.000RMSE: 0.343±0.886 |
| graph-regression-on-kit | GINDrop | #3 | R2: 0.835±0.000RMSE: 0.441±0.835 |
| graph-regression-on-lipophilicity | DropGIN | #5 | RMSE: 0.552±0.012R2: 0.809±0.008 |
| graph-regression-on-parp1 | DropGIN | #5 | R2: 0.920±0.000RMSE: 0.354±0.920 |
| graph-regression-on-pgr | GINDrop | #3 | R2: 0.702±0.000RMSE: 0.527±0.702 |
| molecular-property-prediction-on-esol | DropGIN | #5 | RMSE: 0.520±0.048R2: 0.935±0.012 |
| molecular-property-prediction-on-freesolv | DropGIN | #2 | RMSE: 0.657±0.059R2: 0.972±0.005 |