ENZYMES
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | ENZYMES | Accuracy99.8 | 419 | |
| Graph Classification | ENZYMES (10-fold cross-validation) | Accuracy75.1 | 94 | |
| Graph Classification | ENZYMES (test) | Accuracy70.17 | 91 | |
| Graph Generation | Enzymes | Clustering0.0225 | 45 | |
| Graph Anomaly Detection | ENZYMES | AUC76.8 | 33 | |
| Graph Classification | ENZYMES 1.0 (test) | AUC80 | 25 | |
| Robustness Verification | ENZYMES Robust instances | Solved Count559 | 20 | |
| Graph Classification | ENZYMES Target set | F1 Score49.1 | 14 | |
| Interaction Prediction | Enzymes (IDOT) | C-index0.844 | 14 | |
| Interaction Prediction | Enzymes (IDIT) | C-index0.928 | 14 | |
| Graph-level classification | ENZYMES | MCC0.751 | 14 | |
| Graph-level anomaly detection | ENZYMES | FPR9560 | 13 | |
| Graph Generation | Enzymes | Degree0.811 | 12 | |
| Generic Graph Generation | Enzymes Real, 10 ≤ |V| ≤ 125 (test) | Degree0.93 | 12 | |
| Graph classification | ENZYMES MoleculeNet | Accuracy48.43 | 12 | |
| Graph Classification | ENZYMES 50-shot | Accuracy24.5 | 11 | |
| Graph classification | ENZYMES Graph Density Shift | F1 Score40.7 | 10 | |
| Graph Classification | ENZYMES Robust instances | Time (s)0.03 | 10 | |
| Graph Classification | ENZYMES (All instances) | Time (s)36.33 | 10 | |
| Maximum Independent Set | ENZYMES 0.3 (test) | AR*1 | 10 | |
| Maximum Clique Problem | ENZYMES (test) | AR*1 | 10 | |
| Subgraph alignment | Enzymes 40% subgraph | Matching Accuracy48.11 | 10 | |
| Subgraph Alignment | Enzymes 50% subgraph | Accuracy63.43 | 10 | |
| Subgraph Alignment | Enzymes 20% subgraph | Accuracy25.39 | 10 | |
| Subgraph Alignment | Enzymes (30% subgraph) | Accuracy37.12 | 10 |
Showing 25 of 59 rows