COLLAB
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | COLLAB | Accuracy88 | 422 | |
| Graph Classification | COLLAB (test) | Accuracy85.5 | 96 | |
| Maximum Clique | COLLAB | Mean ApR1 | 38 | |
| Graph Classification | COLLAB Social TU (10-fold cross val) | Accuracy83.6 | 31 | |
| Graph Classification | COLLAB (10-fold cross val) | Accuracy85.5 | 26 | |
| Semi-supervised graph classification | COLLAB (10-fold cross-validation) | Accuracy82.5 | 21 | |
| Federated Graph Classification | COLLAB non-IID (test) | Average Gain7.48 | 16 | |
| Federated Graph Classification | COLLAB (test) | Average Gain2.93 | 16 | |
| Minimum Vertex Cover | COLLAB (test) | AR*1 | 16 | |
| Graph Classification | COLLAB 10-fold CV (test) | Accuracy84.3 | 14 | |
| Watermark Verification | COLLAB | Watermark Accuracy76 | 12 | |
| Maximum Independent Set | COLLAB (test) | Approximation Ratio1 | 12 | |
| Graph Classification | COLLAB | Accuracy73.1 | 11 | |
| Anomaly Detection | COLLAB | AUC (%)74.5 | 11 | |
| Graph Classification | COLLAB 10% label rate | Accuracy76.55 | 11 | |
| Graph Classification | COLLAB 1% label rate | Accuracy65.86 | 11 | |
| Link Prediction | Collab | Hits@5067.05 | 11 | |
| Maximum Independent Set | COLLAB first 1000 graphs (test) | Approximation Ratio1 | 10 | |
| Future link prediction | COLLAB OOD | AUC84.41 | 10 | |
| Future link prediction | COLLAB (w/o OOD) | AUC92.45 | 10 | |
| Minimum Vertex Cover | COLLAB | Approximation Ratio1 | 8 | |
| Graph Clustering | COLLAB | Accuracy61.2 | 8 | |
| Link Prediction | Collab | AUC84.09 | 8 | |
| Future Link Prediction | COLLAB p=0.8 (test) | AUC82.3 | 8 | |
| Future Link Prediction | COLLAB p=0.8 (train) | AUC0.9502 | 8 |
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