Node Classification on Photos 10-shot
86.41AccuracyLEAP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LEAPPre-training strategy=ContraEdge2025.12 | 86.41 | 83.95 | |
| RELIEFPre-training strategy=ContraEdge2025.12 | 86.26 | 83.61 | |
| GPF-plusPre-training strategy=ContraEdge2025.12 | 86.12 | 83.43 | |
| GPFPre-training strategy=ContraEdge2025.12 | 85.39 | 82.64 | |
| LEAPPre-training strategy=MaskedEdge2025.12 | 85.19 | 83.35 | |
| SUPTsoftPre-training strategy=ContraEdge2025.12 | 85.15 | 82.33 | |
| FTPre-training strategy=ContraEdge2025.12 | 85.02 | 81.97 | |
| GPF-plusPre-training strategy=MaskedEdge2025.12 | 84.82 | 82.61 | |
| RELIEFPre-training strategy=MaskedEdge2025.12 | 84.73 | 83.24 | |
| SUPThardPre-training strategy=ContraEdge2025.12 | 84.68 | 82.12 | |
| SUPThardPre-training strategy=MaskedEdge2025.12 | 84.33 | 82.45 | |
| SUPTsoftPre-training strategy=MaskedEdge2025.12 | 84 | 82.07 | |
| FTPre-training strategy=MaskedEdge2025.12 | 83.52 | 81.19 | |
| GPFPre-training strategy=MaskedEdge2025.12 | 83.08 | 80.93 | |
| GPPTPre-training strategy=MaskedEdge2025.12 | 82.05 | 80.41 | |
| GPromptPre-training strategy=ContraEdge2025.12 | 76.3 | 73.58 |