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ResearchFormerly WizWand

Long-term Time Series Forecasting on Electricity (test)

0.131MSEFlowMixer
0.124320.169410.21450.25959May 22, 2025Jul 23, 2025Sep 23, 2025Nov 24, 2025Jan 25, 2026Mar 28, 2026May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FlowMixerh=962025.050.1310.226
Super-LinearHorizon=962025.090.1310.225
Time-LLMHorizon=962025.090.1310.224
KooPAh=962025.050.1360.236
Time-VLMHorizon=962025.090.1420.245
TimeCMAHorizon=962025.090.1430.238
FlowMixerh=1922025.050.1460.239
N-HITSh=962025.050.1470.249
Super-LinearHorizon=1922025.090.1470.24
Time-LLMHorizon=1922025.090.1520.241
TimeAlign2025.090.1540.244
ModernTCN2025.090.1560.253
KooPAh=1922025.050.1560.254
Time-VLMHorizon=1922025.090.1570.26
TSMixer + xCPDBackbone=TSMixer, Plugin=xCPD, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.030.1580.255
CMoS2025.090.1580.25
PatchTST2025.090.1590.253
Time-LLMHorizon=Avg.2025.090.1590.253
FlowMixerh=3362025.050.160.255
Time-LLMHorizon=3362025.090.160.248
TimeCMAHorizon=1922025.090.1610.259
Leddam2025.090.1620.256
Super-LinearHorizon=Avg.2025.090.1620.254
TSMixer + CCMBackbone=TSMixer, Plugin=CCM, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.030.1630.261
iTransformer2025.090.1640.261
Super-LinearHorizon=3362025.090.1640.258
TSMixer + LIFTBackbone=TSMixer, Plugin=LIFT, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.030.1650.26
TVNet2025.090.1650.254
DLinear2025.090.1660.264
TSMixerBackbone=TSMixer, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.030.1670.262
TimeBase2025.090.1670.258
N-HITSh=1922025.050.1670.249
TimeCMAHorizon=3362025.090.1690.261
Time-VLMHorizon=Avg.2025.090.1720.272
TimeCMAHorizon=Avg.2025.090.1730.268
Time-VLMHorizon=3362025.090.1740.276
SIGMAInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.050.1750.269
Crossformer2025.090.1810.279
TimeMixer2025.090.1850.284
TimeMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.050.1850.274
N-HITSh=3362025.050.1860.29
FEDformerh=962025.050.1860.302
MICNInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.050.1870.298
TimesNet2025.090.1920.295
Time-LLMHorizon=7202025.090.1920.298
WPMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.050.1940.282
TimesNetInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.050.1940.294
FlowMixerh=7202025.050.1950.289
Autoformerh=962025.050.1960.302
DLinearh=1922025.050.1960.285
DLinear + xCPDBackbone=DLinear, Plugin=xCPD, Look-back horizon=96, Forecasting horizons={96, 192, 336, 720}2026.030.1970.287
FEDformerh=1922025.050.1970.311
DLinearh=962025.050.1970.282
KNFh=962025.050.1980.284
MultiPatchFormerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.050.1980.282
DLinear + CCMBackbone=DLinear, Plugin=CCM, Look-back horizon=96, Forecasting horizons={96, 192, 336, 720}2026.030.1990.293
MSGNetInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.050.1990.307
Super-LinearHorizon=7202025.090.2060.293
DLinear + LIFTBackbone=DLinear, Plugin=LIFT, Look-back horizon=96, Forecasting horizons={96, 192, 336, 720}2026.030.2080.297
AMDInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.050.2080.289
DLinearh=3362025.050.2090.301
Autoformerh=1922025.050.2110.321
DLinearBackbone=DLinear, Look-back horizon=96, Forecasting horizons={96, 192, 336, 720}2026.030.2120.3
FEDformerh=3362025.050.2130.328
Autoformerh=3362025.050.2140.328
Time-VLMHorizon=7202025.090.2140.308
TimeCMAHorizon=7202025.090.2190.315
FEDformerh=7202025.050.2360.344
Autoformerh=7202025.050.2360.342
N-HITSh=7202025.050.2430.34
DLinearh=7202025.050.2450.333
KNFh=1922025.050.2450.321
PyraformerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.050.2980.39