Node Classification 벤치마크
Node Classification on Cora Full
Accuracy
- 2021-06-16 — CoLinkDist: Accuracy 70.32
- 2023-06-04 — NCSAGE: Accuracy 72.58
| Rank | Model | Accuracy | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | NCSAGE | 72.58 ± 0.65% | Clarify Confused Nodes via Separated Learning | GISec-Team/NCGNN | 2023 |
| 2 | CoLinkDist | 70.32% | Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages | cf020031308/LinkDist · cf020031308/LinkDist | 2021 |
| 3 | LinkDist | 69.87% | Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages | cf020031308/LinkDist · cf020031308/LinkDist | 2021 |
| 4 | CoLinkDistMLP | 69.83% | Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages | cf020031308/LinkDist · cf020031308/LinkDist | 2021 |
| 5 | LinkDistMLP | 69.53% | Distilling Self-Knowledge From Contrastive Links to Classify Graph Nodes Without Passing Messages | cf020031308/LinkDist · cf020031308/LinkDist | 2021 |