Node Classification on Penn94 (test)
85.6AccuracyGloGNN
Evaluation results
| Method | Links | |
|---|---|---|
| GloGNNAverage Rank=6.332022.10 | 85.6 | |
| INGNNAverage Rank=1.782022.10 | 85.44 | |
| att-Node-level NLSFstype=Node-level2024.06 | 85.19 | |
| ChebNetII2024.06 | 84.86 | |
| OptBasisGNN2024.06 | 84.85 | |
| LINKXAverage Rank=7.562022.10 | 84.71 | |
| LINKX2024.06 | 84.71 | |
| D2MoEBackbone=GCN, Method Category=Ours2026.04 | 84.55 | |
| GPRGNN-2021Method Category=HETERO2026.04 | 84.34 | |
| MOSCAT-2025Method Category=GRAPH MOE2026.04 | 83.91 | |
| FSGNN-2022Method Category=HETERO2026.04 | 83.87 | |
| MIXHOPAverage Rank=6.442022.10 | 83.63 | |
| AdaGNNAverage Rank=5.332022.10 | 83.55 | |
| GPRGNN2024.06 | 83.54 | |
| BernNet2024.06 | 83.26 | |
| ACMGCN-2022Method Category=HETERO2026.04 | 83.01 | |
| D2MoEBackbone=GAT, Method Category=Ours2026.04 | 82.86 | |
| BernNetAverage Rank=8.442022.10 | 82.81 | |
| ACM-GCNAverage Rank=7.332022.10 | 82.68 | |
| ChebNet2024.06 | 82.59 | |
| GCNAverage Rank=7.782022.10 | 82.47 | |
| GCN2024.06 | 82.47 | |
| H2GCNAverage Rank=5.862022.10 | 81.54 | |
| GATAverage Rank=7.672022.10 | 81.45 | |
| GPR-GNNAverage Rank=5.782022.10 | 81.12 | |
| D2MoEBackbone=SAGE, Method Category=Ours2026.04 | 81.02 | |
| LINK2024.06 | 80.79 | |
| GCNMethod Category=VANILLA2026.04 | 80.45 | |
| DNSDMap=diag, Adj=true, Odd=true, Gate=false2026.05 | 80 | |
| GMOE-2023Method Category=GRAPH MOE2026.04 | 79.03 | |
| FAGCN-2021Method Category=HETERO2026.04 | 79.01 | |
| MOWST-2024Method Category=GRAPH MOE2026.04 | 78.84 | |
| DNSDMap=diag, Adj=true, Odd=true, Gate=true2026.05 | 78.7 | |
| DNSDMap=diag, Adj=true, Odd=false, Gate=true2026.05 | 78.6 | |
| GATMethod Category=VANILLA2026.04 | 78.1 | |
| DAMOE-2025Method Category=GRAPH MOE2026.04 | 78.04 | |
| SGFORMER-2024Method Category=GT2026.04 | 76.65 | |
| DNSDMap=diag, Adj=false, Odd=false, Gate=false2026.05 | 76.5 | |
| NSDMap=diag2026.05 | 76.3 | |
| MLP2026.05 | 76.2 | |
| NSDMap=full2026.05 | 76.1 | |
| DNSDMap=diag, Adj=false, Odd=true, Gate=true2026.05 | 76 | |
| H2GCN-2020Method Category=HETERO2026.04 | 75.91 | |
| MLPMethod Category=VANILLA2026.04 | 75.18 | |
| DAGNNAverage Rank=6.782022.10 | 74.84 | |
| GAT2026.05 | 74.1 | |
| NAGFORMER-2023Method Category=GT2026.04 | 73.98 | |
| MLPAverage Rank=12.222022.10 | 73.61 |