ENZYMES
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | ENZYMES | Accuracy79.4 | 318 | |
| Graph Classification | ENZYMES (test) | Accuracy70.17 | 77 | |
| Graph Classification | ENZYMES (10-fold cross-validation) | Accuracy75.1 | 75 | |
| Graph Generation | Enzymes | Clustering0.0225 | 45 | |
| Graph Classification | ENZYMES 1.0 (test) | AUC80 | 25 | |
| Robustness Verification | ENZYMES Robust instances | Solved Count559 | 20 | |
| Graph Anomaly Detection | ENZYMES | AUC76.8 | 20 | |
| Graph-level classification | ENZYMES | MCC0.751 | 14 | |
| 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 | |
| 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 | |
| Graph Classification | ENZYMES (TUDataset) | Accuracy99.8 | 10 | |
| Weak Robustness Verification | ENZYMES | Solved Instances (All)3,385 | 9 | |
| Graph data recovery from gradients | ENZYMES | Node Feature MSE0.1772 | 9 | |
| Graph Reconstruction | ENZYMES 50% edge mask (test) | AP25.44 | 9 | |
| Graph Reconstruction | ENZYMES 10% edges masked (0.1 Drop) | AP47.21 | 9 | |
| Robustness Verification | ENZYMES All instances | Solved Count3,586 | 8 | |
| Permanent approximation | Network Repository ENZYMES-g479 | Expected Running Time (s)7 | 8 | |
| Counterfactual Explanation | ENZYMES (test) | Validity100 | 7 |
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