| graph-classification-on-imdb-b | Graphormer | #14 | Accuracy: 77.500±2.646 |
| graph-classification-on-nci1 | Graphormer | #40 | Accuracy: 77.032±1.393 |
| graph-classification-on-nci109 | Graphormer | #23 | Accuracy: 74.879±1.183 |
| graph-property-prediction-on-ogbg-molhiv | Graphormer + FPs | #3 | Test ROC-AUC: 0.8225 ± 0.0001Ext. data: No… |
| graph-property-prediction-on-ogbg-molhiv | Graphormer | #9 | Test ROC-AUC: 0.8051 ± 0.0053Ext. data: Yes… |
| graph-property-prediction-on-ogbg-molhiv | Graphormer (pre-trained on PCQM4M) | #10 | Test ROC-AUC: 0.8051 ± 0.0053Ext. data: Yes… |
| graph-property-prediction-on-ogbg-molpcba | Graphormer | #2 | Test AP: 0.3140 ± 0.0032Validation AP: 0.3227 ± 0.0024… |
| graph-property-prediction-on-ogbg-molpcba | Graphormer (pre-trained on PCQM4M) | #3 | Test AP: 0.3140 ± 0.0032Ext. data: YesValidation AP: 0.3227 ± 0.0024… |
| graph-regression-on-esr2 | Graphormer | #9 | R2: OOMRMSE: OOM |
| graph-regression-on-f2 | Graphormer | #9 | R2: OOMRMSE: OOM |
| graph-regression-on-kit | Graphormer | #9 | R2: OOMRMSE: OOM |
| graph-regression-on-lipophilicity | Graphormer | #14 | RMSE: 0.791±0.048R2: 0.607±0.048 |
| graph-regression-on-parp1 | Graphormer | #9 | R2: OOMRMSE: OOM |
| graph-regression-on-pcqm4m-lsc | Graphormer | #1 | Test MAE: 13.28Validation MAE: 0.1234 |
| graph-regression-on-pcqm4mv2-lsc | Graphormer | #13 | Validation MAE: 0.0864 |
| graph-regression-on-pgr | Graphormer | #9 | R2: OOMRMSE: OOM |
| graph-regression-on-zinc-500k | Graphormer-SLIM | #24 | MAE: 0.122 |
| graph-regression-on-zinc-full | Graphormer | #10 | Test MAE: 0.036±0.002 |
| molecular-property-prediction-on-esol | Graphormer | #10 | RMSE: 0.618±0.068R2: 0.908±0.021 |
| molecular-property-prediction-on-freesolv | Graphormer | #9 | RMSE: 1.065±0.039R2: 0.927±0.005 |