| Benchmark | Model | Rank | Results |
|---|---|---|---|
| drug-discovery-on-qm9 | MPNNs | #8 | Error ratio: 0.68 |
| formation-energy-on-qm9 | MPNN | #14 | MAE: 0.49 |
| graph-regression-on-lipophilicity | MPNN | #13 | RMSE: 0.719 |
| graph-regression-on-zinc-100k | MPNN | #5 | MAE: 0.288 |
| graph-regression-on-zinc-500k | MPNN (sum) | #25 | MAE: 0.145 |
| graph-regression-on-zinc-500k | MPNN (max) | #28 | MAE: 0.252 |
| node-classification-on-citeseer-with-public | MPNN | #38 | Accuracy: 64.0 |