Graph Property Prediction
Papers
Showing 1–10 of 56 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Graphormer | Number of params | 47,183,040 | — | Unverified |
| 2 | Graphormer (pre-trained on PCQM4M) | Number of params | 47,183,040 | — | Unverified |
| 3 | Graphormer + FPs | Number of params | 47,085,378 | — | Unverified |
| 4 | PAS+FPs | Number of params | 26,706,953 | — | Unverified |
| 5 | HyperFusion | Number of params | 5,908,027 | — | Unverified |
| 6 | P-WL | Number of params | 4,600,000 | — | Unverified |
| 7 | DeepAUC | Number of params | 3,444,509 | — | Unverified |
| 8 | GSN | Number of params | 3,338,701 | — | Unverified |
| 9 | GIN+virtual node | Number of params | 3,336,306 | — | Unverified |
| 10 | GIN+virtual node+FLAG | Number of params | 3,336,306 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | HIG(pre-trained on PCQM4M) | Number of params | 119,529,665 | — | Unverified |
| 2 | Graphormer | Number of params | 119,529,664 | — | Unverified |
| 3 | Graphormer (pre-trained on PCQM4M) | Number of params | 119,529,664 | — | Unverified |
| 4 | TGT-Ag+TGT-At-DP | Number of params | 47,000,000 | — | Unverified |
| 5 | Nested GIN+virtual node (ensemble) | Number of params | 44,187,480 | — | Unverified |
| 6 | MorganFP+Rand. Forest | Number of params | 29,440,000 | — | Unverified |
| 7 | HyperFusino | Number of params | 10,887,085 | — | Unverified |
| 8 | HyperFusion | Number of params | 10,887,085 | — | Unverified |
| 9 | DGN | Number of params | 6,732,696 | — | Unverified |
| 10 | PNA | Number of params | 6,550,839 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GMAN+bag of tricks | Number of params | 63,684,290 | — | Unverified |
| 2 | DAGNN | Number of params | 35,246,814 | — | Unverified |
| 3 | SAT | Number of params | 15,734,000 | — | Unverified |
| 4 | DAGformer | Number of params | 14,952,882 | — | Unverified |
| 5 | SAT++ with Magnetic Laplacian | Number of params | 14,378,069 | — | Unverified |
| 6 | GIN+virtual node | Number of params | 13,841,815 | — | Unverified |
| 7 | GCN+virtual node | Number of params | 12,484,310 | — | Unverified |
| 8 | GIN | Number of params | 12,390,715 | — | Unverified |
| 9 | EGC-S (No Edge Features) | Number of params | 11,156,530 | — | Unverified |
| 10 | GCN | Number of params | 11,033,210 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PAS+F2GNN | Number of params | 16,346,166 | — | Unverified |
| 2 | GIN+ | Number of params | 8,173,605 | — | Unverified |
| 3 | GCN+ | Number of params | 5,549,605 | — | Unverified |
| 4 | GatedGCN+ | Number of params | 5,547,557 | — | Unverified |
| 5 | GC-T+MCL(6.0) | Number of params | 4,006,704 | — | Unverified |
| 6 | ExpC*+bag of tricks | Number of params | 3,758,642 | — | Unverified |
| 7 | PAS | Number of params | 3,717,160 | — | Unverified |
| 8 | GIN+virtual node | Number of params | 3,288,042 | — | Unverified |
| 9 | GIN+virtual node+FLAG | Number of params | 3,288,042 | — | Unverified |
| 10 | DeeperGCN | Number of params | 2,336,421 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | EGNN | Standardized MAE | 1.23 | — | Unverified |
| 2 | SEGNN | Standardized MAE | 1.08 | — | Unverified |
| 3 | EQGAT | Standardized MAE | 0.86 | — | Unverified |
| 4 | TorchMD-NET | Standardized MAE | 0.84 | — | Unverified |
| 5 | Geoformer | Standardized MAE | 0.75 | — | Unverified |
| 6 | Equiformer | Standardized MAE | 0.7 | — | Unverified |
| 7 | EquiformerV2 | Standardized MAE | 0.67 | — | Unverified |
| 8 | GotenNet (Small) | Standardized MAE | 0.6 | — | Unverified |
| 9 | GotenNet (Base) | Standardized MAE | 0.56 | — | Unverified |
| 10 | GotenNet (Large) | Standardized MAE | 0.52 | — | Unverified |