Graph Classification on 20NEWS (test)
67.2AccuracyParaFormer
Evaluation results
| Method | Links | |
|---|---|---|
| ParaFormerNumber of labels=40002025.12 | 67.2 | |
| DIFFomer-sNumber of labels=40002025.12 | 65.9 | |
| DIFFomer-aNumber of labels=40002025.12 | 64.8 | |
| GCN-kNNNumber of labels=40002025.12 | 64.3 | |
| GLCNNumber of labels=40002025.12 | 64.1 | |
| ManiRegNumber of labels=40002025.12 | 63.6 | |
| GAT-kNNNumber of labels=40002025.12 | 62.9 | |
| ParaFormerNumber of labels=20002025.12 | 62.8 | |
| DenseGATNumber of labels=40002025.12 | 62.4 | |
| DIFFomer-aNumber of labels=20002025.12 | 61.3 | |
| DIFFomer-sNumber of labels=20002025.12 | 61.2 | |
| GCN-kNNNumber of labels=20002025.12 | 60.6 | |
| GLCNNumber of labels=20002025.12 | 60.2 | |
| ManiRegNumber of labels=20002025.12 | 60 | |
| LPNumber of labels=40002025.12 | 59.5 | |
| ParaFormerNumber of labels=10002025.12 | 59.5 | |
| DenseGATNumber of labels=20002025.12 | 59.3 | |
| GAT-kNNNumber of labels=20002025.12 | 59.1 | |
| DIFFomer-aNumber of labels=10002025.12 | 57.9 | |
| DIFFomer-sNumber of labels=10002025.12 | 57.7 | |
| LPNumber of labels=20002025.12 | 57.6 | |
| ManiRegNumber of labels=10002025.12 | 56.3 | |
| GLCNNumber of labels=10002025.12 | 56.2 | |
| GCN-kNNNumber of labels=10002025.12 | 56.1 | |
| LPNumber of labels=10002025.12 | 55.9 | |
| GAT-kNNNumber of labels=10002025.12 | 55.2 | |
| DenseGATNumber of labels=10002025.12 | 54.6 | |
| (s)KNN-LDSLearning Paradigm=Supervised2019.05 | 47.9 | |
| KNN-LDSLearning Paradigm=Supervised2019.05 | 46.4 |