Node Classification on CLUSTER
79.23AccuracyEGT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EGT2023.03 | 79.23 | — | |
| OGE-Aug2024.10 | 78.33 | — | |
| EXPHORMER2023.03 | 78.07 | — | |
| Exphormer2024.10 | 78.07 | — | |
| GraphGPS2023.03 | 78.02 | — | |
| GraphGPS2024.10 | 78.02 | — | |
| K-Subgraph SAT2023.03 | 77.86 | — | |
| K-Subgraph SAT2024.10 | 77.86 | — | |
| SAN2023.03 | 76.69 | — | |
| SAN2024.10 | 76.69 | — | |
| LRGA + GatedGCNParameter Budget=438K2020.06 | 76.39 | — | |
| Performer + GRF++Graph Features=GRF++2025.10 | 76.28 | — | |
| LRGA + GATParameter Budget=267K2020.06 | 76.16 | — | |
| Performer + GRFGraph Features=GRF2025.10 | 76.08 | — | |
| LRGA + GCNParameter Budget=400K2020.06 | 76.01 | — | |
| Performer2025.10 | 75.75 | — | |
| GatedGCNParameter Budget=502K2020.06 | 73.84 | — | |
| GatedGCN2023.03 | 73.84 | — | |
| GatedGCN2024.10 | 73.84 | — | |
| GAT2023.03 | 70.59 | — | |
| GAT2024.10 | 70.59 | — | |
| GATParameter Budget=528K2020.06 | 70.58 | — | |
| LRGA + GatedGCNParameter Budget=93K2020.06 | 69.28 | — | |
| LRGA + GATParameter Budget=91K2020.06 | 69.05 | — | |
| GCN2023.03 | 68.5 | — | |
| GCN2024.10 | 68.5 | — | |
| GCNParameter Budget=501K2020.06 | 68.49 | — | |
| LRGA + GCNParameter Budget=91K2020.06 | 68.44 | — | |
| GIN2023.03 | 64.72 | — | |
| GIN2024.10 | 64.72 | — | |
| GatedGCNParameter Budget=104K2020.06 | 60.4 | — | |
| GATParameter Budget=110K2020.06 | 57.73 | — | |
| GCNParameter Budget=101K2020.06 | 53.44 | — | |
| EGT#Param=≈500K2021.08 | — | 79.232 | |
| GAT#Param=≈500K2021.08 | — | 70.587 | |
| GatedGCN#Param=≈500K2021.08 | — | 76.082 | |
| GCN#Param=≈500K2021.08 | — | 68.498 | |
| GIN#Param=≈500K2021.08 | — | 64.716 | |
| Graphormer#Param=≈500K2021.08 | — | 74.66 | |
| GraphSage#Param=≈500K2021.08 | — | 63.844 | |
| GT#Param=≈500K2021.08 | — | 73.169 |