Node Classification on BA synthetic (five-fold)
88.8AccuracyH-GRAM
Evaluation Results
| Method | Links | |
|---|---|---|
| H-GRAMGraph setup=Multiple Graphs, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 88.8 | |
| H-GRAMGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 87.3 | |
| G-METAGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 86.7 | |
| G-METAGraph setup=Multiple Graphs, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 86.7 | |
| ProtoNetGraph setup=Multiple Graphs, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 86.6 | |
| ProtoNetGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 85.8 | |
| MAMLGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 84.8 | |
| MAMLGraph setup=Multiple Graphs, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 84.4 | |
| FS-GINGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 74.9 | |
| H-GRAMGraph setup=Multiple Graphs, Label setup=Shared Labels, Shot count=2-shot2023.10 | 74.6 | |
| G-METAGraph setup=Multiple Graphs, Label setup=Shared Labels, Shot count=2-shot2023.10 | 73.4 | |
| MAMLGraph setup=Multiple Graphs, Label setup=Shared Labels, Shot count=2-shot2023.10 | 72.6 | |
| FS-SGCGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 71.5 | |
| Meta-GNNGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 69.4 | |
| ProtoNetGraph setup=Multiple Graphs, Label setup=Shared Labels, Shot count=2-shot2023.10 | 65.7 |