Node Classification on Squirrel fix (test)
44.11Test AccuracyD2MoE
Evaluation results
| Method | Links | |
|---|---|---|
| D2MoEBackbone=GCN, Method Category=Ours2026.04 | 44.11 | |
| D2MoEBackbone=GAT, Method Category=Ours2026.04 | 42.4 | |
| MOSCAT-2025Method Category=GRAPH MOE2026.04 | 42.25 | |
| GMOE-2023Method Category=GRAPH MOE2026.04 | 42.24 | |
| DAMOE-2025Method Category=GRAPH MOE2026.04 | 41.08 | |
| FAGCN-2021Method Category=HETERO2026.04 | 41.05 | |
| GPRGNN-2021Method Category=HETERO2026.04 | 40.58 | |
| NODEMOE-2024Method Category=GRAPH MOE2026.04 | 40.49 | |
| DIFFORMER-2023Method Category=GT2026.04 | 40.45 | |
| D2MoEBackbone=SAGE, Method Category=Ours2026.04 | 40.11 | |
| H2GCN-2020Method Category=HETERO2026.04 | 40.07 | |
| VANILLA GTMethod Category=GT2026.04 | 39.55 | |
| SGFORMER-2024Method Category=GT2026.04 | 38.83 | |
| MOWST-2024Method Category=GRAPH MOE2026.04 | 38.52 | |
| NAGFORMER-2023Method Category=GT2026.04 | 38.31 | |
| FSGNN-2022Method Category=HETERO2026.04 | 38.25 | |
| ANS-GT-2022Method Category=GT2026.04 | 36.65 | |
| SAGEMethod Category=VANILLA2026.04 | 36.61 | |
| ACMGCN-2022Method Category=HETERO2026.04 | 36.58 | |
| GATMethod Category=VANILLA2026.04 | 36.27 | |
| EXPHORMER-2023Method Category=GT2026.04 | 36.19 | |
| MLPMethod Category=VANILLA2026.04 | 34.47 | |
| GCNMethod Category=VANILLA2026.04 | 33.89 |