Graph Retrieval on AIDS (test)
84.7MAPIsoNet++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IsoNet++Aggregation strategy=multi-round, Graph representation level=Edge2025.10 | 84.7 | 70.5 | |
| multi-round IsoNet++ (Edge)Training Dataset=AIDS2025.10 | 84.7 | — | |
| IsoNet++Aggregation strategy=multi-round, Graph representation level=Node2025.10 | 82.5 | 67.2 | |
| multi-round IsoNet++ (Node)Training Dataset=AIDS2025.10 | 82.5 | — | |
| IsoNet++Aggregation strategy=multi-layer, Graph representation level=Edge2025.10 | 79.5 | 62.6 | |
| multi-layer IsoNet++ (Edge)Training Dataset=AIDS2025.10 | 79.5 | — | |
| IsoNet++Aggregation strategy=multi-layer, Graph representation level=Node2025.10 | 75.6 | 57 | |
| multi-layer IsoNet++ (Node)Training Dataset=AIDS2025.10 | 75.6 | — | |
| IsoNetGraph representation level=Edge2025.10 | 69 | 47.9 | |
| IsoNet (Edge)Training Dataset=AIDS2025.10 | 69 | — | |
| IsoNetGraph representation level=Node2025.10 | 65.9 | 43.8 | |
| IsoNet (Node)Training Dataset=AIDS2025.10 | 65.9 | — | |
| multi-round IsoNet++ (Node)Training Dataset=Mutag2025.10 | 64.5 | — | |
| multi-round IsoNet++ (Edge)Training Dataset=Mutag2025.10 | 62.5 | — | |
| GMN2025.10 | 62.2 | 39.7 | |
| GMNTraining Dataset=AIDS2025.10 | 62.2 | — | |
| multi-layer IsoNet++ (Node)Training Dataset=Mutag2025.10 | 60.1 | — | |
| GEN2025.10 | 55.7 | 32.1 | |
| GENTraining Dataset=AIDS2025.10 | 55.7 | — | |
| multi-layer IsoNet++ (Edge)Training Dataset=Mutag2025.10 | 52.7 | — | |
| EGSC2025.10 | 50.5 | 26.7 | |
| EGSCTraining Dataset=AIDS2025.10 | 50.5 | — | |
| Neuromatch2025.10 | 48.9 | 26.2 | |
| NeuromatchTraining Dataset=AIDS2025.10 | 48.9 | — | |
| GREED2025.10 | 47.2 | 24.5 | |
| GREEDTraining Dataset=AIDS2025.10 | 47.2 | — | |
| IsoNet (Edge)Training Dataset=Mutag2025.10 | 47.2 | — | |
| IsoNet (Node)Training Dataset=Mutag2025.10 | 45.8 | — | |
| GraphSim2025.10 | 35.6 | 14.5 | |
| GraphSimTraining Dataset=AIDS2025.10 | 35.6 | — | |
| SimGNN2025.10 | 34.1 | 13.8 | |
| SimGNNTraining Dataset=AIDS2025.10 | 34.1 | — | |
| GREEDTraining Dataset=Mutag2025.10 | 32.8 | — | |
| GOTSim2025.10 | 32.4 | 11.2 | |
| GOTSimTraining Dataset=AIDS2025.10 | 32.4 | — | |
| GMNTraining Dataset=Mutag2025.10 | 29.9 | — | |
| EGSCTraining Dataset=Mutag2025.10 | 29.6 | — | |
| GENTraining Dataset=Mutag2025.10 | 27.8 | — | |
| NeuromatchTraining Dataset=Mutag2025.10 | 27.5 | — | |
| H2MN2025.10 | 26.7 | 7.6 | |
| H2MNTraining Dataset=AIDS2025.10 | 26.7 | — | |
| H2MNTraining Dataset=Mutag2025.10 | 20.9 | — | |
| SimGNNTraining Dataset=Mutag2025.10 | 20.6 | — | |
| GOTSimTraining Dataset=Mutag2025.10 | 19.4 | — | |
| GraphSimTraining Dataset=Mutag2025.10 | 18.8 | — |