Binary-class Edge Classification on Reddit (test)
79.5Balanced AccuracyChebNet + CECF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ChebNet + CECFBackbone=ChebNet, Framework=CECF, Time (S)=367.2162026.05 | 79.5 | 78.4 | |
| GAT + CECFBackbone=GAT, Framework=CECF, Time (S)=504.2682026.05 | 77.7 | 77.6 | |
| ChebNet + CECF(Topoedge)Backbone=ChebNet, Framework=CECF(Topoedge), Time (S)=478.3612026.05 | 77.7 | 76.3 | |
| GCN + CECFBackbone=GCN, Framework=CECF, Time (S)=479.0692026.05 | 77.2 | 77.6 | |
| ChebNetBackbone=ChebNet, Time (S)=343.5532026.05 | 75.1 | 77.2 | |
| GCNBackbone=GCN, Time (S)=277.1842026.05 | 74.4 | 76.6 | |
| GATBackbone=GAT, Time (S)=218.7812026.05 | 74.4 | 77.2 | |
| TER+AER(Geometric)Variant=Geometric, Time (S)=216.7392026.05 | 72.8 | 76.9 | |
| TER+AER(Poisson)Variant=Poisson, Time (S)=217.8282026.05 | 72.1 | 76.3 | |
| GCN + CECF(Topoedge)Backbone=GCN, Framework=CECF(Topoedge), Time (S)=491.1842026.05 | 70.8 | 68.1 | |
| GAT + TopoEdgeBackbone=GAT, Framework=TopoEdge, Time (S)=245.2662026.05 | 68.2 | 67.8 | |
| ChebNet + TopoEdgeBackbone=ChebNet, Framework=TopoEdge, Time (S)=394.1742026.05 | 68.2 | 67.8 | |
| GCN + TopoEdgeBackbone=GCN, Framework=TopoEdge, Time (S)=397.0972026.05 | 67.9 | 67.3 | |
| GAT + CECF(Topoedge)Backbone=GAT, Framework=CECF(Topoedge), Time (S)=589.8842026.05 | 55.9 | 54.4 |