Node Classification on Synth. Cycle (five-fold)
88.3AccuracyH-GRAM
Evaluation results
| Method | Links | |
|---|---|---|
| H-GRAMGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 88.3 | |
| G-METAGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 87.2 | |
| MAMLGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 84.2 | |
| ProtoNetGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 82.1 | |
| H-GRAMGraph setup=Multiple Graphs, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 77.9 | |
| G-METAGraph setup=Multiple Graphs, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 76.7 | |
| ProtoNetGraph setup=Multiple Graphs, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 74.9 | |
| Meta-GNNGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot, meta-training update steps=5, meta-testing update steps=102023.10 | 72 | |
| FS-GINGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot, meta-training update steps=5, meta-testing update steps=102023.10 | 68.4 | |
| MAMLGraph setup=Multiple Graphs, Label setup=Disjoint Labels, Shot count=2-shot2023.10 | 65.3 | |
| FS-SGCGraph setup=Single Graph, Label setup=Disjoint Labels, Shot count=2-shot, meta-training update steps=5, meta-testing update steps=102023.10 | 57.4 | |
| H-GRAMGraph setup=Multiple Graphs, Label setup=Shared Labels, Shot count=2-shot2023.10 | 55.5 | |
| G-METAGraph setup=Multiple Graphs, Label setup=Shared Labels, Shot count=2-shot2023.10 | 54.2 | |
| MAMLGraph setup=Multiple Graphs, Label setup=Shared Labels, Shot count=2-shot2023.10 | 51.1 | |
| ProtoNetGraph setup=Multiple Graphs, Label setup=Shared Labels, Shot count=2-shot2023.10 | 28.2 |