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ResearchFormerly WizWand

Long-term Forecasting on PEMS03

0.01MSEMSTN-Transformer
-0.007920.113040.2340.35496Oct 28, 2025Nov 11, 2025Nov 25, 2025Dec 9, 2025Dec 23, 2025Jan 6, 2026Jan 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
MSTN-TransformerPrediction Horizon (H)=122025.110.010.08
MSTN-BiLSTMPrediction Horizon (H)=122025.110.0180.102
MSTN-TransformerPrediction Horizon (H)=242025.110.0190.103
MSTN-TransformerPrediction Horizon (H)=Avg2025.110.0270.114
MSTN-TransformerPrediction Horizon (H)=482025.110.0320.127
MSTN-BiLSTMPrediction Horizon (H)=242025.110.0320.132
MSTN-BiLSTMPrediction Horizon (H)=Avg2025.110.0460.149
MSTN-TransformerPrediction Horizon (H)=962025.110.0480.145
MSTN-BiLSTMPrediction Horizon (H)=482025.110.060.178
QDFForecasting Horizon (T)=122025.100.0640.167
DARTS-TSPrediction Horizon (H)=12, Publication Year=20252025.110.0660.171
iTransformerPrediction Horizon (H)=12, Publication Year=20242025.110.0690.175
MSTN-BiLSTMPrediction Horizon (H)=962025.110.0720.185
TSMixerPrediction Horizon (H)=12, Publication Year=20232025.110.0750.187
PatchTSTPrediction Horizon (H)=12, Publication Year=20232025.110.0790.187
QDFForecasting Horizon (T)=242025.100.080.189
TimesNetPrediction Horizon (H)=12, Publication Year=20232025.110.0850.192
QDFForecasting Horizon (T)=Avg2025.100.0890.197
vLinearInput Length=96, Prediction Length=12, 24, 48, 96 (Avg)2026.010.0930.197
OLinear2026.010.0950.199
QDFForecasting Horizon (T)=362025.100.0980.208
MICNForecasting Horizon (T)=Avg2025.100.1060.223
Leddam2026.010.1070.21
QDFForecasting Horizon (T)=482025.100.1120.223
ModernTCNPrediction Horizon (H)=12, Publication Year=20242025.110.1120.221
iTransformer2026.010.1130.221
TQNetForecasting Horizon (T)=Avg2025.100.1190.217
iTransformerForecasting Horizon (T)=Avg2025.100.1220.233
TimesNetForecasting Horizon (T)=Avg2025.100.1260.23
DARTS-TSPrediction Horizon (H)=Avg, Publication Year=20252025.110.1370.241
FredformerForecasting Horizon (T)=Avg2025.100.1460.26
FreTSForecasting Horizon (T)=Avg2025.100.1490.261
TimesNetPrediction Horizon (H)=Avg, Publication Year=20232025.110.1510.248
TSMixerPrediction Horizon (H)=Avg, Publication Year=20232025.110.1620.281
PatchTSTForecasting Horizon (T)=Avg2025.100.170.282
PDFForecasting Horizon (T)=Avg2025.100.1810.286
PatchTSTPrediction Horizon (H)=Avg, Publication Year=20232025.110.1990.291
DLinearForecasting Horizon (T)=Avg2025.100.2160.322
TiDEForecasting Horizon (T)=Avg2025.100.3160.37
ModernTCNPrediction Horizon (H)=Avg, Publication Year=20242025.110.4080.419
iTransformerPrediction Horizon (H)=Avg, Publication Year=20242025.110.4580.408