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Benchmarks
Edge flow prediction on Power (test)
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0.026
RMSE
FlowSymm
0.02424
0.03612
0.048
0.05988
Jan 29, 2026
RMSE
MAE
CORR
Updated 4d ago
Evaluation Results
Method
Method
Links
RMSE
MAE
CORR
FlowSymm
2026.01
0.026
0.01
0.96
Bil-MLP
formulation=bilevel, e...
2026.01
0.029
0.011
0.94
Bil-GCN
formulation=bilevel, e...
2026.01
0.029
0.011
0.94
MLP-Div
formulation=hybrid
2026.01
0.034
0.016
0.93
GCN-Div
formulation=hybrid
2026.01
0.034
0.017
0.92
Div
formulation=physics-based
2026.01
0.036
0.018
0.92
EGNN
formulation=data-driven
2026.01
0.065
0.043
0.65
GCN
formulation=data-driven
2026.01
0.067
0.045
0.64
MLP
formulation=data-driven
2026.01
0.069
0.042
0.56
GIN
formulation=data-driven
2026.01
0.07
0.048
0.53
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