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Edge flow prediction on Bike (test)
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0.029
RMSE
FlowSymm
0.02724
0.03912
0.051
0.06288
Jan 29, 2026
RMSE
MAE
Correlation
Updated 1mo ago
Evaluation Results
Method
Method
Links
RMSE
MAE
Correlation
FlowSymm
2026.01
0.029
0.014
0.95
Bil-GCN
formulation=bilevel, e...
2026.01
0.032
0.016
0.93
Bil-MLP
formulation=bilevel, e...
2026.01
0.033
0.016
0.93
MLP-Div
formulation=hybrid
2026.01
0.037
0.019
0.9
GCN-Div
formulation=hybrid
2026.01
0.037
0.019
0.9
Div
formulation=physics-based
2026.01
0.039
0.018
0.91
GCN
formulation=data-driven
2026.01
0.057
0.039
0.72
GIN
formulation=data-driven
2026.01
0.059
0.04
0.71
EGNN
formulation=data-driven
2026.01
0.063
0.038
0.75
MLP
formulation=data-driven
2026.01
0.073
0.05
0.69
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