ENZYMES
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | ENZYMES | Accuracy79.4 | 305 | |
| Graph Classification | ENZYMES (test) | Accuracy70.17 | 77 | |
| Graph Classification | ENZYMES (10-fold cross-validation) | Accuracy75.1 | 64 | |
| Graph Classification | ENZYMES 1.0 (test) | AUC80 | 25 | |
| Graph-level classification | ENZYMES | MCC0.751 | 14 | |
| 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 | |
| Graph Anomaly Detection | ENZYMES | AUC76.8 | 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 | |
| Permanent approximation | Network Repository ENZYMES-g479 | Expected Running Time (s)7 | 8 | |
| Single-property Graph Conditioning | Enzymes | Density9.25 | 7 | |
| Graph Classification | ENZYMES Standard | Accuracy61.3 | 7 | |
| Graph Clustering | ENZYMES | Rand Index72.13 | 6 | |
| Conditional Graph Generation | Enzymes (test) | Density9.25 | 6 | |
| Graph Classification | ENZYMES (val) | Accuracy32 | 6 | |
| Denoising | ENZYMES | AP69.4 | 5 |
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