Node Classification on ogbn-proteins
91.75ROC AUCUniMP
Evaluation Results
| Method | Links | |
|---|---|---|
| UniMPParams=1,909,1042020.09 | 91.75 | |
| DeeperGCNParams=2,374,5682020.09 | 91.06 | |
| MWE-DGCNParams=538,5442020.09 | 89.73 | |
| DeepGCNParams=2,374,4562020.09 | 89.21 | |
| DeeperGCN2020.06 | 85.8 | |
| DeeperGCN2022.05 | 85.8 | |
| GAT*implementation=this paper2024.06 | 85.01 | |
| GAT†Recipe=Deep2026.05 | 85.01 | |
| tGNN2022.05 | 82.55 | |
| GraphSAGE*implementation=this paper2024.06 | 82.21 | |
| SAGE†Recipe=Deep2026.05 | 82.21 | |
| GQT2025.10 | 82.13 | |
| HGODE2026.04 | 81.24 | |
| HGODE2026.04 | 81.24 | |
| SPEXPHORMERMemory (MB)=2232, Batch Size=256, Hidden Dimension=64, Number of layers=2, Number of Parameters=79,2242024.11 | 80.65 | |
| DRAGON2026.04 | 80.46 | |
| GOAT + HDSE2023.08 | 80.34 | |
| FROND2026.04 | 80.26 | |
| HGODEvariant=w/o force margin2026.04 | 80.24 | |
| TAU2025.10 | 80.12 | |
| SGFormer*implementation=this paper2024.06 | 79.92 | |
| SGFormer2026.04 | 79.84 | |
| SGFormer2023.08 | 79.53 | |
| SGFormerLearning Setting=Transductive2024.05 | 79.53 | |
| SGFormerimplementation=referenced2024.06 | 79.53 | |
| Polynormer*implementation=this paper2024.06 | 79.53 | |
| SGFORMER2024.11 | 79.53 | |
| SGFormer2026.05 | 79.53 | |
| SAGELearning Setting=Transductive, Infer. Time=158.1ms, Storage Space=129.4MB2024.05 | 79.43 | |
| Polynormer2026.04 | 79.41 | |
| GOAT*implementation=this paper2024.06 | 79.31 | |
| FLODE2026.04 | 79.23 | |
| GREAD-BS2026.04 | 79.21 | |
| Polynormerimplementation=referenced2024.06 | 78.97 | |
| Polynormervariant=no-edge-feature2026.05 | 78.97 | |
| Sheaf Diff.2026.04 | 78.96 | |
| BuNN2026.04 | 78.92 | |
| GREAD-Exp2026.04 | 78.61 | |
| GOAT2023.08 | 78.37 | |
| SAGMM2025.11 | 78.15 | |
| AGT2023.08 | 78.13 | |
| GaAN2020.06 | 78 | |
| NodeFormer*implementation=this paper2024.06 | 77.86 | |
| GCN+2026.04 | 77.84 | |
| GraphSAGE2020.06 | 77.7 | |
| GraphSAGE2022.05 | 77.68 | |
| GraphSAGEimplementation=referenced2024.06 | 77.68 | |
| Exphormer*implementation=this paper2024.06 | 77.62 | |
| Graph CNN2025.11 | 77.54 | |
| NodeFormer2023.08 | 77.45 | |
| NodeFormerimplementation=referenced2024.06 | 77.45 | |
| NODEFORMER2024.11 | 77.45 | |
| NodeFormer2025.10 | 77.45 | |
| GCN*implementation=this paper2024.06 | 77.29 | |
| GCN†Recipe=Deep2026.05 | 77.29 | |
| GraphGPS2026.04 | 77.25 | |
| HGODEvariant=w/o topo. search2026.04 | 77.19 | |
| GraphGPS*implementation=this paper2024.06 | 77.15 | |
| CGNN2026.04 | 77.12 | |
| GraphGPSLearning Setting=Transductive2024.05 | 76.83 | |
| GraphGPSimplementation=referenced2024.06 | 76.83 | |
| GraphGPS2025.10 | 76.83 | |
| GraphGPS2026.05 | 76.83 | |
| NID_SAGELearning Setting=Transductive, Infer. Time=0.4ms, Storage Space=0.4MB2024.05 | 76.78 | |
| GRAND2026.04 | 76.45 | |
| SAGMM-PEexpert_training=pretrained and frozen2025.11 | 76.28 | |
| PolynormerLearning Setting=Transductive2024.05 | 75.97 | |
| GPRGNNLearning Setting=Transductive2024.05 | 75.68 | |
| GPRGNN2025.10 | 75.68 | |
| JKNet2025.11 | 75.67 | |
| GCNII2026.04 | 75.64 | |
| HGODEvariant=w/o hysteresis2026.04 | 75.26 | |
| DA-MoE2025.11 | 75.22 | |
| HSGT2023.08 | 75.12 | |
| OURSTier=32026.05 | 74.87 | |
| ANS-GT2023.08 | 74.67 | |
| GAT-NSAMPLER2024.11 | 74.63 | |
| GDE2026.04 | 74.63 | |
| Exphormerimplementation=referenced2024.06 | 74.58 | |
| Exphormer2025.10 | 74.58 | |
| GMoE-GCN2025.11 | 74.48 | |
| GOATimplementation=referenced2024.06 | 74.18 | |
| MixHop2025.11 | 73.64 | |
| NAGphormerimplementation=referenced2024.06 | 73.61 | |
| NAGphormer2025.10 | 73.61 | |
| GCN-NSAMPLER2024.11 | 73.51 | |
| GraphSAGE2025.11 | 73.21 | |
| GCN2022.05 | 72.51 | |
| GCN2023.08 | 72.51 | |
| GCNimplementation=referenced2024.06 | 72.51 | |
| GCN2024.11 | 72.51 | |
| GCN2025.10 | 72.51 | |
| OGB-GCN2026.05 | 72.51 | |
| NAGphormer*implementation=this paper2024.06 | 72.17 | |
| MLP2022.05 | 72.04 | |
| MLP2024.11 | 72.04 | |
| GATimplementation=referenced2024.06 | 72.02 | |
| GAT2025.10 | 72.02 | |
| LINKXLearning Setting=Transductive2024.05 | 71.37 | |
| SIGN2023.08 | 71.34 |