Node Classification on Computers (random 10/10/80)
89.1Micro-F1GCA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GCAPOT=true2023.09 | 89.1 | 87.6 | |
| ProGCLPOT=true2023.09 | 89 | 87.4 | |
| GATSupervised=true2023.09 | 88.7 | 79.3 | |
| GCAPOT=false2023.09 | 88.7 | 87.1 | |
| ProGCLPOT=false2023.09 | 88.6 | 86.9 | |
| GCNSupervised=true2023.09 | 87.6 | 83.1 | |
| GRACEPOT=true2023.09 | 86.9 | 84.5 | |
| GRACEPOT=false2023.09 | 85.9 | 83.9 | |
| NOMADExecution Mode=local2026.04 | 83 | 82 | |
| NOMADExecution Mode=remote2026.04 | 83 | 83 | |
| COSTAPOT=true2023.09 | 82.8 | 79 | |
| COSTAPOT=false2023.09 | 82.5 | 78.8 | |
| GraphVite2026.04 | 79 | 74 | |
| LINE2026.04 | 61 | 50 | |
| node2vec2026.04 | 50 | 41 |