Node Classification on Twitch
99.41F1 ScoreCNL-GNN
Evaluation results
| Method | Links | |
|---|---|---|
| CNL-GNNevaluation_protocol=5-fold cross-validation2026.02 | 99.41 | |
| CCAGNNCategory=Intervention-based causal methods2026.02 | 98.93 | |
| HebCGNNCategory=Causal methods2026.02 | 98.3 | |
| GAT-CALCategory=Causal methods2026.02 | 98.1 | |
| GCN-CALCategory=Causal methods2026.02 | 97.14 | |
| GATCategory=Vanilla methods2026.02 | 96.82 | |
| GAT-ICLevaluation_protocol=5-fold cross-validation, backbone=GAT, framework=ICL2026.02 | 96.71 | |
| GAT-ICLCategory=Causal methods2026.02 | 96.71 | |
| GCNCategory=Vanilla methods2026.02 | 96.39 | |
| GCN-ICLevaluation_protocol=5-fold cross-validation, backbone=GCN, framework=ICL2026.02 | 95.98 | |
| GCN-ICLCategory=Causal methods2026.02 | 95.98 | |
| GraphSAGECategory=Vanilla methods2026.02 | 74.36 | |
| ACE-GATevaluation_protocol=5-fold cross-validation, backbone=GAT, framework=ACE2026.02 | 68.12 | |
| ACE-GATCategory=Intervention-based causal methods2026.02 | 68.12 | |
| CaNetevaluation_protocol=5-fold cross-validation2026.02 | 66.17 | |
| CaNetCategory=Intervention-based causal methods2026.02 | 66.17 | |
| CAMevaluation_protocol=5-fold cross-validation2026.02 | 65.99 | |
| ACE-GCNevaluation_protocol=5-fold cross-validation, backbone=GCN, framework=ACE2026.02 | 64.5 | |
| ACE-GCNCategory=Intervention-based causal methods2026.02 | 64.5 | |
| GCILevaluation_protocol=5-fold cross-validation2026.02 | 61.97 | |
| CIEevaluation_protocol=5-fold cross-validation2026.02 | 38.08 |