Node Classification on Texas Hnode = 0.11
94.86AccuracyMixhop
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MixhopLayers=4, HES=true2024.06 | 94.86 | — | |
| MGNNLayers=8, HES=true2024.06 | 93.09 | — | |
| MixhopLayers=2, HES=false2024.06 | 92.11 | — | |
| H2GCNLayers=4, HES=true2024.06 | 92.02 | — | |
| JKNetLayers=8, HES=true2024.06 | 89.88 | — | |
| H2GCNLayers=2, HES=false2024.06 | 89.54 | — | |
| MixhopLayers=4, HES=false2024.06 | 89.47 | — | |
| MGNNLayers=8, HES=false2024.06 | 84.21 | — | |
| JKNetLayers=8, HES=false2024.06 | 84.07 | — | |
| GCNLayers=4, HES=true2024.06 | 78.95 | — | |
| GINLayers=8, HES=true2024.06 | 78.85 | — | |
| GINLayers=8, HES=false2024.06 | 77.84 | — | |
| GINLayers=4, HES=true2024.06 | 76.32 | — | |
| GINLayers=6, HES=true2024.06 | 76.32 | — | |
| GCNLayers=4, HES=false2024.06 | 73.68 | — | |
| GINLayers=6, HES=false2024.06 | 73.68 | — | |
| GCNLayers=6, HES=true2024.06 | 71.05 | — | |
| GINLayers=4, HES=false2024.06 | 71.02 | — | |
| H2GCNLayers=4, HES=false2024.06 | 68.52 | — | |
| GCNLayers=2, HES=false2024.06 | 68.42 | — | |
| GCNLayers=6, HES=false2024.06 | 68.42 | — | |
| GCNLayers=8, HES=true2024.06 | 63.16 | — | |
| GINLayers=2, HES=false2024.06 | 63.16 | — | |
| GCNLayers=8, HES=false2024.06 | 60.53 | — | |
| AGE2024.08 | — | 68.8 | |
| Biased Sampling Query Algorithm2024.08 | — | 79.5 | |
| GPT2024.08 | — | 72.5 | |
| IGP2024.08 | — | 69.9 | |
| Random2024.08 | — | 69.9 | |
| RIM2024.08 | — | 78.4 | |
| SPA2024.08 | — | 72.5 |