Graph Retrieval on Mutag (test)
85.8MAPIsoNet++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IsoNet++Aggregation strategy=multi-round, Graph representation level=Edge2025.10 | 85.8 | 74.9 | |
| multi-round IsoNet++ (Edge)Training Dataset=Mutag2025.10 | 85.8 | — | |
| IsoNet++Aggregation strategy=multi-round, Graph representation level=Node2025.10 | 85.1 | 73.2 | |
| multi-round IsoNet++ (Node)Training Dataset=Mutag2025.10 | 85.1 | — | |
| IsoNet++Aggregation strategy=multi-layer, Graph representation level=Node2025.10 | 81 | 67.2 | |
| multi-layer IsoNet++ (Node)Training Dataset=Mutag2025.10 | 81 | — | |
| IsoNet++Aggregation strategy=multi-layer, Graph representation level=Edge2025.10 | 80.5 | 67.1 | |
| multi-layer IsoNet++ (Edge)Training Dataset=Mutag2025.10 | 80.5 | — | |
| multi-round IsoNet++ (Edge)Training Dataset=AIDS2025.10 | 74.1 | — | |
| GMN2025.10 | 71 | 54.4 | |
| GMNTraining Dataset=Mutag2025.10 | 71 | — | |
| IsoNetGraph representation level=Edge2025.10 | 70.6 | 52.9 | |
| IsoNet (Edge)Training Dataset=Mutag2025.10 | 70.6 | — | |
| multi-round IsoNet++ (Node)Training Dataset=AIDS2025.10 | 70.2 | — | |
| IsoNetGraph representation level=Node2025.10 | 69.7 | 50.9 | |
| IsoNet (Node)Training Dataset=Mutag2025.10 | 69.7 | — | |
| multi-layer IsoNet++ (Node)Training Dataset=AIDS2025.10 | 68.5 | — | |
| multi-layer IsoNet++ (Edge)Training Dataset=AIDS2025.10 | 68.3 | — | |
| GEN2025.10 | 60.5 | 42.9 | |
| GENTraining Dataset=Mutag2025.10 | 60.5 | — | |
| Neuromatch2025.10 | 57.6 | 37.6 | |
| NeuromatchTraining Dataset=Mutag2025.10 | 57.6 | — | |
| GREED2025.10 | 56.7 | 37.1 | |
| GREEDTraining Dataset=Mutag2025.10 | 56.7 | — | |
| EGSC2025.10 | 47.6 | 24.3 | |
| EGSCTraining Dataset=Mutag2025.10 | 47.6 | — | |
| GraphSim2025.10 | 47.2 | 25.7 | |
| GraphSimTraining Dataset=Mutag2025.10 | 47.2 | — | |
| IsoNet (Edge)Training Dataset=AIDS2025.10 | 46.8 | — | |
| IsoNet (Node)Training Dataset=AIDS2025.10 | 45.9 | — | |
| GMNTraining Dataset=AIDS2025.10 | 34.2 | — | |
| GREEDTraining Dataset=AIDS2025.10 | 30.7 | — | |
| GENTraining Dataset=AIDS2025.10 | 29.1 | — | |
| NeuromatchTraining Dataset=AIDS2025.10 | 28.7 | — | |
| SimGNN2025.10 | 28.3 | 8.7 | |
| SimGNNTraining Dataset=Mutag2025.10 | 28.3 | — | |
| H2MN2025.10 | 27.6 | 8.4 | |
| H2MNTraining Dataset=Mutag2025.10 | 27.6 | — | |
| GOTSimTraining Dataset=AIDS2025.10 | 27.5 | — | |
| GOTSim2025.10 | 27.2 | 8.8 | |
| H2MNTraining Dataset=AIDS2025.10 | 27.2 | — | |
| GOTSimTraining Dataset=Mutag2025.10 | 27.2 | — | |
| SimGNNTraining Dataset=AIDS2025.10 | 26.4 | — | |
| EGSCTraining Dataset=AIDS2025.10 | 25.5 | — | |
| GraphSimTraining Dataset=AIDS2025.10 | 22.5 | — |