Graph Learning on GraphLand
4.14ARAdamW
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AdamWBackbone=Graph Transformer2026.05 | 4.14 | 2.61 | 0.5617 | 53.78 | 62.31 | 55.93 | 0.429 | 28.97 | 0.7807 | |
| SignumBackbone=Graph Transformer2026.05 | 3.86 | 1.62 | 0.5585 | 52.14 | 70.43 | 58.44 | 0.4342 | 26.85 | 0.7793 | |
| SoftSignumBackbone=Graph Transformer2026.05 | 2.71 | 1.25 | 0.5723 | 54.05 | 71.06 | 58.53 | 0.4321 | 25.47 | 0.7809 | |
| MuonBackbone=Graph Transformer2026.05 | 2.43 | 0.84 | 0.5618 | 54.09 | 68.89 | 59.4 | 0.4311 | 30.73 | 0.7817 | |
| SoftMuonBackbone=Graph Transformer2026.05 | 1.86 | 0.21 | 0.5621 | 55.31 | 71.1 | 59.54 | 0.4434 | 30.56 | 0.7789 |