Node Classification on Physics Co-authorship 5-way (test)
88.92AccuracyMF-GIA
Evaluation Results
| Method | Links | |
|---|---|---|
| MF-GIAshots=5-shot2026.03 | 88.92 | |
| MF-GIAshots=3-shot2026.03 | 86.48 | |
| GraphCLshots=5-shot2026.03 | 85.4 | |
| All in Oneshots=5-shot2026.03 | 85.2 | |
| GCOPEshots=5-shot2026.03 | 85.07 | |
| GCOPEshots=3-shot2026.03 | 84.65 | |
| GPFshots=5-shot2026.03 | 83.85 | |
| GraphCLshots=3-shot2026.03 | 82.12 | |
| All in Oneshots=3-shot2026.03 | 81.36 | |
| GraphMAEshots=5-shot2026.03 | 80.35 | |
| Prodigyshots=5-shot2026.03 | 79.47 | |
| MF-GIAshots=1-shot2026.03 | 79.12 | |
| GATshots=5-shot2026.03 | 78.41 | |
| DGIshots=5-shot2026.03 | 78.09 | |
| GraphSAGEshots=5-shot2026.03 | 77.36 | |
| GCNshots=5-shot2026.03 | 77.15 | |
| GraphMAEshots=3-shot2026.03 | 77.04 | |
| GPFshots=3-shot2026.03 | 76.91 | |
| GCOPEshots=1-shot2026.03 | 76.18 | |
| GATshots=3-shot2026.03 | 75.22 | |
| DGIshots=3-shot2026.03 | 74.83 | |
| GraphCLshots=1-shot2026.03 | 74.35 | |
| All in Oneshots=1-shot2026.03 | 73.43 | |
| GCNshots=3-shot2026.03 | 73.28 | |
| Prodigyshots=3-shot2026.03 | 71.98 | |
| GraphSAGEshots=3-shot2026.03 | 71.95 | |
| GPFshots=1-shot2026.03 | 69.28 | |
| GraphMAEshots=1-shot2026.03 | 68.23 | |
| Prodigyshots=1-shot2026.03 | 67.26 | |
| GraphSAGEshots=1-shot2026.03 | 67.12 | |
| GATshots=1-shot2026.03 | 66.8 | |
| DGIshots=1-shot2026.03 | 66.12 | |
| GCNshots=1-shot2026.03 | 65.43 |