Node Classification on pokec (test)
86.46AccuracyNeuralWalker
Evaluation results
| Method | Links | |
|---|---|---|
| NeuralWalker2024.06 | 86.46 | |
| EXPHORMER2024.06 | 86.1 | |
| att-Node-level NLSFstype=Node-level2024.06 | 82.96 | |
| OptBasisGNN2024.06 | 82.83 | |
| GloGNN++graph_type=undirected2023.06 | 82.66 | |
| A2DUG2023.06 | 82.55 | |
| ChebNetII2024.06 | 82.33 | |
| LINKX2024.06 | 82.04 | |
| SAGMM2025.11 | 81.76 | |
| BernNet2024.06 | 81.67 | |
| LINKXsampling_strategy=i.i.d. node minibatching2021.10 | 81.27 | |
| MixHop2025.11 | 81.24 | |
| LINKsampling_strategy=i.i.d. node minibatching2021.10 | 81.15 | |
| GPRGNN2024.06 | 80.74 | |
| SAGMM-PEexpert_training=pretrained and frozen2025.11 | 80.57 | |
| LINK2024.06 | 80.54 | |
| Graph CNN2025.11 | 80.21 | |
| SMPNN + AttentionAugmentation=Linear global attention2024.10 | 80.09 | |
| GraphSAGE2025.11 | 79.82 | |
| SMPNN2024.10 | 79.76 | |
| LINKXgraph_type=undirected2023.06 | 79.44 | |
| LINKgraph_type=undirected2023.06 | 79.17 | |
| GAT2025.11 | 78.87 | |
| JKNet2025.11 | 78.84 | |
| FSGNN2023.06 | 78.21 | |
| VecFormer2026.02 | 78.06 | |
| SGC2025.11 | 76.81 | |
| MixHopsampling_strategy=Cluster-GCN2021.10 | 76.67 | |
| NAGPHORMER2024.06 | 76.59 | |
| GCN2025.11 | 76.52 | |
| GMoE-GCN2025.11 | 76.04 | |
| GCN2024.06 | 75.45 | |
| GCN2024.06 | 75.45 | |
| GloGNN++graph_type=directed2023.06 | 75.36 | |
| Magnet2023.06 | 75.14 | |
| SGFormer2023.06 | 73.76 | |
| SGFormer2026.02 | 73.76 | |
| SGFormer2024.10 | 73.76 | |
| ChebNet2024.06 | 72.71 | |
| GCNJKsampling_strategy=Cluster-GCN2021.10 | 72.67 | |
| GIN2025.11 | 72.53 | |
| GAT(-SEP)2024.06 | 72.23 | |
| LINKXgraph_type=directed2023.06 | 71.88 | |
| LINKgraph_type=directed2023.06 | 71.53 | |
| NodeFormer2023.06 | 70.32 | |
| NodeFormer2026.02 | 70.32 | |
| SGC2023.06 | 69.83 | |
| DIFFormer2024.10 | 69.24 | |
| NodeFormer2024.10 | 68.32 | |
| SIGN2023.06 | 68.01 | |
| SIGN2026.02 | 68.01 | |
| SIGN2024.10 | 68.01 | |
| MixHopsampling_strategy=GraphSAINT-RW2021.10 | 67.92 | |
| ACMGCN2023.06 | 66.91 | |
| MixHopsampling_strategy=GraphSAINT-Node2021.10 | 66.42 | |
| GPRGNN2023.06 | 65.79 | |
| GCNJKsampling_strategy=GraphSAINT-RW2021.10 | 65 | |
| DA-MoE2025.11 | 64.87 | |
| GCN-NSampler2023.06 | 63.75 | |
| GCN-NSampler2026.02 | 63.75 | |
| GCN-NSampler2024.10 | 63.75 | |
| GCNJKsampling_strategy=GraphSAINT-Node2021.10 | 63.68 | |
| GCN2023.06 | 63.05 | |
| Linear Transformer2024.10 | 62.72 | |
| MLP2023.06 | 62.53 | |
| GAT-NSampler2023.06 | 62.32 | |
| GAT-NSampler2026.02 | 62.32 | |
| GAT-NSampler2024.10 | 62.32 | |
| GCN2023.06 | 62.31 | |
| GCN2026.02 | 62.31 | |
| GCN2024.10 | 62.31 | |
| MLPsampling_strategy=i.i.d. node minibatching2021.10 | 62.14 | |
| MLP2023.06 | 60.15 | |
| MLP2026.02 | 60.15 | |
| MLP2024.10 | 60.15 | |
| SGC2023.06 | 52.03 | |
| SGC2026.02 | 52.03 | |
| SGC2024.10 | 52.03 |