AIDS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Graph Classification | AIDS | Accuracy99.7 | 48 | |
| Graph Retrieval | AIDS (test) | MAP84.7 | 45 | |
| Graph Edit Distance Approximation | AIDS | RMSE2.82 | 36 | |
| Graph Edit Distance Approximation | AIDS (test) | RMSE2.92 | 18 | |
| Graph Similarity Search | AIDS (test) | Tau0.8 | 18 | |
| Graph Edit Distance Prediction | AIDS (test) | RMSE0.796 | 14 | |
| Graph Retrieval | AIDS 25% (test) | MAP84.7 | 13 | |
| Structural Edit Distance (SED) | AIDS | Latency (s)0.84 | 12 | |
| Graph data recovery from gradients | AIDS | Node Feature MSE0.0225 | 9 | |
| Graph Ranking (GED) | AIDS | Kendall's Tau0.8 | 8 | |
| Graph Edit Distance | AIDS 50+ nodes v1 | Objective Error77 | 7 | |
| Graph Edit Distance | AIDS 30-50 nodes v1 | Objective Error61.1 | 7 | |
| Graph Edit Distance | AIDS 20-30 nodes v1 | Objective Error29.1 | 7 | |
| Survival Analysis | AIDS High Censoring | C-Index0.7635 | 6 | |
| Graph Ranking (SED) | AIDS | Kendall's Tau0.8 | 5 | |
| k-NN Ranking (SED) | AIDS | Kendall's tau0.8 | 5 | |
| k-NN Ranking (SED) | AIDS (test) | Kendall's Tau0.8 | 5 | |
| Graph Edit Distance | AIDS (test) | Running Time (s)0.49 | 5 | |
| Graph Classification | AIDS | Running Time (s)10 | 5 | |
| Model-level counterfactual explanation | AIDS | Validity1.15 | 3 | |
| Graph-level Tasks | AIDS (test) | Inference Time (s)0.0016 | 3 | |
| Maximum Common Subgraph Similarity (MCSS) Prediction | AIDS | RMSE0.514 | 2 |
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