Graph Regression
The regression task is similar to graph classification but using different loss function and performance metric.
Papers
Showing 1–10 of 145 papers
All datasetsZINC-500kZINCPCQM4Mv2-LSCLipophilicityPCQM4M-LSCPeptides-structZINC 100kTox21ZINC-fullESOLQM9QM9: del e
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MLP-fingerprint | Test MAE | 20.68 | — | Unverified |
| 2 | GCN | Test MAE | 18.38 | — | Unverified |
| 3 | GIN | Test MAE | 16.78 | — | Unverified |
| 4 | GCN-Virtual | Test MAE | 15.79 | — | Unverified |
| 5 | GIN-virtual | Test MAE | 14.87 | — | Unverified |
| 6 | Graphormer | Test MAE | 13.28 | — | Unverified |
| 7 | Higher-Order Transformer | Validation MAE | 0.13 | — | Unverified |
| 8 | EGT | Validation MAE | 0.12 | — | Unverified |
| 9 | Graphormer + GFSA | Validation MAE | 0.12 | — | Unverified |
| 10 | GPTrans-L | Validation MAE | 0.12 | — | Unverified |