Edge flow prediction on Power (test)
0.026RMSEFlowSymm
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FlowSymm2026.01 | 0.026 | 0.01 | 0.96 | |
| Bil-MLPformulation=bilevel, encoder=MLP2026.01 | 0.029 | 0.011 | 0.94 | |
| Bil-GCNformulation=bilevel, encoder=GCN2026.01 | 0.029 | 0.011 | 0.94 | |
| MLP-Divformulation=hybrid2026.01 | 0.034 | 0.016 | 0.93 | |
| GCN-Divformulation=hybrid2026.01 | 0.034 | 0.017 | 0.92 | |
| Divformulation=physics-based2026.01 | 0.036 | 0.018 | 0.92 | |
| EGNNformulation=data-driven2026.01 | 0.065 | 0.043 | 0.65 | |
| GCNformulation=data-driven2026.01 | 0.067 | 0.045 | 0.64 | |
| MLPformulation=data-driven2026.01 | 0.069 | 0.042 | 0.56 | |
| GINformulation=data-driven2026.01 | 0.07 | 0.048 | 0.53 |