Node Classification 벤치마크
Node Classification on questions
AUCROC
- 2024-03-02 — Polynormer: AUCROC 78.92
- 2024-05-26 — NID: AUCROC 97.03
| Rank | Model | AUCROC | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | NID | 97.03 ± 0.02 | Node Identifiers: Compact, Discrete Representations for Efficient Graph Learning | LUOyk1999/NodeID | 2024 |
| 2 | GCN | 79.02 ± 0.60 | Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification | LUOyk1999/tunedGNN | 2024 |
| 3 | Polynormer | 78.92±0.89 | Polynormer: Polynomial-Expressive Graph Transformer in Linear Time | cornell-zhang/Polynormer · cornell-zhang/polynormer | 2024 |