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ResearchFormerly WizWand

Multivariate long-term series forecasting on Electricity (test)

0.121MSEKOSS
0.11740.14170.1660.1903May 18, 2022Dec 22, 2022Jul 28, 2023Mar 3, 2024Oct 7, 2024May 13, 2025Dec 18, 2025
Updated 7mo ago

Evaluation results

MethodLinks
KOSSPrediction length (T)=3362025.120.1210.177
PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=962022.110.1260.221
PatchTSTTraining Mode=Fine-tuning, Prediction Horizon=962022.110.1260.221
PRformerInput length (L)=720, Prediction length (H)=962024.080.1270.217
PatchTSTEvaluation Protocol=Supervised, Prediction Length=962022.110.130.222
PatchTSTTraining Mode=Sup., Prediction Horizon=962022.110.130.222
KOSSPrediction length (T)=1922025.120.1330.189
KOSSPrediction length (T)=Avg2025.120.1360.194
KOSSPrediction length (T)=962025.120.1370.195
PENGUINPrediction horizon (H)=96, Look-back length (L)=3362025.080.1370.236
PatchTSTEvaluation Protocol=Lin. Prob., Prediction Length=962022.110.1380.237
PatchTSTTraining Mode=Lin. Prob., Prediction Horizon=962022.110.1380.237
SparseTSFHorizon=962024.050.138—
S-MambaPrediction length (T)=962025.120.1390.235
DLinearPrediction Length=962022.110.140.237
DLinearPrediction Horizon=962022.110.140.237
Bi-Mamba+Prediction Length=962024.040.140.238
PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=1922022.110.1450.238
SparseTSFHorizon=1922024.050.146—
N-HitsPrediction Length=962022.050.1470.249
N-HiTSHorizon=962024.050.147—
PENGUINPrediction horizon (H)=192, Look-back length (L)=3362025.080.1470.243
PatchTSTEvaluation Protocol=Supervised, Prediction Length=1922022.110.1480.24
CATSForecast Horizon=96, Input Length=962024.050.1490.237
CATSHorizon=96, Input Sequence Length=962024.050.1490.237
VCformerPrediction Length (H)=96, Look-back window (T)=962024.050.150.242
DLinearPrediction Length=1922022.110.1530.249
TimeMixerForecast Horizon=96, Input Length=962024.050.1530.247
TimeMixerHorizon=96, Input Sequence Length=962024.050.1530.247
KOSSPrediction length (T)=7202025.120.1530.215
FiLMPrediction Length=962022.050.1540.267
iTransformerPrediction Length (H)=96, Look-back window (T)=962024.050.1540.245
SAMformerHorizon (H)=96, SAM Training=true, Publication Year=20232024.020.155—
Bi-Mamba+Prediction Length=1922024.040.1550.253
PatchTSTEvaluation Protocol=Lin. Prob., Prediction Length=1922022.110.1560.252
S-MambaPrediction length (T)=1922025.120.1590.255
CATSHorizon=192, Input Sequence Length=962024.050.1630.25
FiLMPrediction Length=1922022.050.1640.258
PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=3362022.110.1640.256
SparseTSFHorizon=3362024.050.164—
ForecastGrapherInput length=96, Output lengths=averaged {96, 192, 336, 720}2024.050.1650.26
TimeMixerHorizon=192, Input Sequence Length=962024.050.1660.256
N-HitsPrediction Length=1922022.050.1670.269
PatchTSTEvaluation Protocol=Supervised, Prediction Length=3362022.110.1670.261
VCformerPrediction Length (H)=192, Look-back window (T)=962024.050.1670.255
N-HiTSHorizon=1922024.050.167—
SAMformerHorizon (H)=192, SAM Training=true, Publication Year=20232024.020.168—
TimesnetForecast Horizon=96, Input Length=962024.050.1680.272
TimesnetHorizon=96, Input Sequence Length=962024.050.1680.272
DLinearPrediction Length=3362022.110.1690.267
PENGUINPrediction horizon (H)=336, Look-back length (L)=3362025.080.1690.266
PatchTSTEvaluation Protocol=Lin. Prob., Prediction Length=3362022.110.170.265
Bi-Mamba+Prediction Length=3362024.040.170.269
S-MambaPrediction length (T)=Avg2025.120.170.265
TSMixerHorizon (H)=96, SAM Training=true, Publication Year=20232024.020.171—
TSMixerHorizon (H)=96, SAM Training=false, Publication Year=20232024.020.173—
S-MambaPrediction length (T)=3362025.120.1760.272
MICNForecast Horizon=96, Input Length=962024.050.180.293
VCformerPrediction Length (H)=336, Look-back window (T)=962024.050.1820.27
TransformerHorizon (H)=96, SAM Training=false2024.020.182—
FEDformerPrediction Length=962022.050.1830.297
SAMformerHorizon (H)=336, SAM Training=true, Publication Year=20232024.020.183—
N-HitsPrediction Length=3362022.050.1860.29
FEDformerPrediction Length=962022.110.1860.302
FEDformerPrediction Horizon=962022.110.1860.302
FEDformerHorizon (H)=96, SAM Training=false, Publication Year=20222024.020.186—
N-HiTSHorizon=3362024.050.186—
FiLMPrediction Length=3362022.050.1880.283
PatchTSTForecast Horizon=96, Input Length=962024.050.190.296
PatchTSTHorizon=96, Input Sequence Length=962024.050.190.296
TSMixerHorizon (H)=192, SAM Training=true, Publication Year=20232024.020.191—
PatchTSTEvaluation Protocol=Fine-tuning, Prediction Length=7202022.110.1930.291
PatchTSTTraining Mode=Fine-tuning, Prediction Horizon=7202022.110.1930.291
FEDformerPrediction Length=1922022.050.1950.308
AutoformerPrediction Length=962022.110.1960.313
AutoformerPrediction Horizon=962022.110.1960.313
AutoformerHorizon (H)=96, SAM Training=false, Publication Year=20212024.020.196—
FEDformerPrediction Length=1922022.110.1970.311
StemGNNInput length=96, Output lengths=averaged {96, 192, 336, 720}2024.050.1970.3
FEDformerHorizon (H)=192, SAM Training=false, Publication Year=20222024.020.197—
Bi-Mamba+Prediction Length=7202024.040.1970.293
TSMixerHorizon (H)=336, SAM Training=true, Publication Year=20232024.020.198—
FiLMForecast Horizon=96, Input Length=962024.050.1980.274
PatchTSTHorizon=192, Input Sequence Length=962024.050.1990.304
AutoformerPrediction Length=962022.050.2010.317
AutoformerForecast Horizon=96, Input Length=962024.050.2010.317
PatchTSTEvaluation Protocol=Supervised, Prediction Length=7202022.110.2020.291
PatchTSTTraining Mode=Sup., Prediction Horizon=7202022.110.2020.291
TransformerHorizon (H)=192, SAM Training=false2024.020.202—
DLinearPrediction Length=7202022.110.2030.301
DLinearPrediction Horizon=7202022.110.2030.301
SparseTSFHorizon=7202024.050.203—
TSMixerHorizon (H)=192, SAM Training=false, Publication Year=20232024.020.204—
S-MambaPrediction length (T)=7202025.120.2040.298
PENGUINPrediction horizon (H)=720, Look-back length (L)=3362025.080.2070.298
PatchTSTEvaluation Protocol=Lin. Prob., Prediction Length=7202022.110.2080.297
PatchTSTTraining Mode=Lin. Prob., Prediction Horizon=7202022.110.2080.297
DLinearForecast Horizon=96, Input Length=962024.050.210.302
Seasonal-naivePrediction Length=962022.050.2110.278
AutoformerPrediction Length=1922022.110.2110.324