Node Classification on Tolokers v1 (test)
85.91AUCPolynormer
Evaluation results
| Method | Links | |
|---|---|---|
| Polynormer2026.02 | 85.91 | |
| IM-CO-GNNAggregation=(μ, μ)2025.05 | 85.77 | |
| L2G-Net2026.02 | 85.57 | |
| St-ChebNet2026.02 | 85.55 | |
| IM-GAT-sepseparated=true2025.05 | 85.44 | |
| MP-SSM2026.02 | 85.26 | |
| IM-CO-GNNAggregation=(Σ, Σ)2025.05 | 85.25 | |
| IM-GAT2025.05 | 85.21 | |
| IM-GatedGCN2025.05 | 85.1 | |
| GPS_GCN+PerformerPositional Encoding=RWSE2025.05 | 84.81 | |
| CO-GNNAggregation=(μ, μ)2025.05 | 84.45 | |
| CO-GNN2026.02 | 84.45 | |
| GPS_GAT+PerformerPositional Encoding=RWSE2025.05 | 84.38 | |
| IM-GCN2025.05 | 84.17 | |
| GAT-sepseparated=true2025.05 | 83.78 | |
| Exphormer2025.05 | 83.77 | |
| GAT2025.05 | 83.7 | |
| GCN2025.05 | 83.64 | |
| GCN2026.02 | 83.64 | |
| CO-GNNAggregation=(Σ, Σ)2025.05 | 83.36 | |
| GOAT2025.05 | 83.11 | |
| FSGNN2025.05 | 82.76 | |
| GTseparated=true2025.05 | 82.52 | |
| GBK-GNN2025.05 | 81.01 | |
| Gated-GCN2025.05 | 77.31 | |
| JacobiConv2025.05 | 68.66 |