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Benchmarks
Demand Forecasting on Arlington stations (D.C. network) 11 newly added stations (test)
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0.061
MAE
Transformer-Based T-STAR
0.05264
0.10907
0.1655
0.22193
Feb 6, 2026
MAE
RMSE
MCRPS
MIS
Updated 3mo ago
Evaluation Results
Method
Method
Links
MAE
RMSE
MCRPS
MIS
Transformer-Based T-STAR
Input Types=T-STAR, Ev...
2026.02
0.061
0.29
0.06
1.367
TFT
Input Types=Env., Faci...
2026.02
0.062
0.291
0.065
1.487
DeepAR
Input Types=Env., Faci...
2026.02
0.063
0.292
0.059
1.301
Myopic
Input Types=Last deman...
2026.02
0.105
0.379
-
-
Historical Average
Input Types=Baseline,...
2026.02
0.187
0.32
-
-
XGBoost
Input Types=Env., Faci...
2026.02
0.27
0.332
-
-
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