Node Classification on YouTube (10% labeled nodes)
45.86Micro F1 ScoreGraphVite
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GraphViteNetwork augmentation=false, Evaluation protocol=one-vs-rest linear classifier, Embedding normalization=true, Embedding dimension=1282019.03 | 45.86 | 36.49 | |
| LINENetwork augmentation=true, Evaluation protocol=one-vs-rest linear classifier, Embedding normalization=true, Embedding dimension=1282019.03 | 45.67 | 36.19 | |
| DeepWalkNetwork augmentation=false, Evaluation protocol=one-vs-rest linear classifier, Embedding normalization=true, Embedding dimension=1282019.03 | 45.23 | 35.86 | |
| LINENetwork augmentation=false, Evaluation protocol=one-vs-rest linear classifier, Embedding normalization=true, Embedding dimension=1282019.03 | 43.34 | 32.32 | |
| node2vec2026.04 | 40 | 29 | |
| GraphVite2026.04 | 31 | 14 | |
| NOMADExecution Mode=local2026.04 | 27 | 11 | |
| LINE2026.04 | 25 | 6 | |
| NOMADExecution Mode=remote2026.04 | 25 | 7 |