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ResearchFormerly WizWand

Short-term Forecasting on Power

1.231MSEvLinear
1.201921.398211.59451.79079Sep 30, 2025Oct 18, 2025Nov 6, 2025Nov 25, 2025Dec 13, 2025Jan 1, 2026Jan 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
vLinearInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.2310.835
TimeMixerInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.2340.84
TimeMix.++Input Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.2340.841
OLinearInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.2480.835
ReNFLook-back Window Length=36, Prediction Length=242025.091.2680.855
DLinearInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.2780.87
CARDInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.2880.847
LeddamInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.2950.868
FredformerInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.3020.87
FilterNetInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.3090.87
PatchTSTInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.3110.873
TimesNetInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.3170.871
iTrans.Input Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.011.3240.874
ReNFLook-back Window Length=36, Prediction Length=362025.091.3360.88
TimeMix.++Look-back Window Length=36, Prediction Length=242025.091.340.877
TimeMix.Look-back Window Length=36, Prediction Length=242025.091.3410.881
OLinearLook-back Window Length=36, Prediction Length=242025.091.3430.87
ReNFLook-back Window Length=36, Prediction Length=482025.091.3540.893
ReNFLook-back Window Length=36, Prediction Length=602025.091.3830.913
DLinearLook-back Window Length=36, Prediction Length=242025.091.390.916
LeddamLook-back Window Length=36, Prediction Length=242025.091.3970.909
CARDLook-back Window Length=36, Prediction Length=242025.091.4060.886
FilterNetLook-back Window Length=36, Prediction Length=242025.091.410.916
FredformerLook-back Window Length=36, Prediction Length=242025.091.410.913
TimeMix.Look-back Window Length=36, Prediction Length=362025.091.420.914
OLinearLook-back Window Length=36, Prediction Length=362025.091.4450.903
TimeMix.++Look-back Window Length=36, Prediction Length=362025.091.4460.92
iTrans.Look-back Window Length=36, Prediction Length=242025.091.4620.924
TimeMix.++Look-back Window Length=36, Prediction Length=482025.091.4670.933
PatchTSTLook-back Window Length=36, Prediction Length=242025.091.4680.935
FITSLook-back Window Length=36, Prediction Length=242025.091.4910.944
CARDLook-back Window Length=36, Prediction Length=362025.091.5060.921
LeddamLook-back Window Length=36, Prediction Length=362025.091.5090.951
DLinearLook-back Window Length=36, Prediction Length=362025.091.5180.957
FredformerLook-back Window Length=36, Prediction Length=362025.091.5380.953
OLinearLook-back Window Length=36, Prediction Length=482025.091.5590.946
TimeMix.Look-back Window Length=36, Prediction Length=482025.091.5670.963
iTrans.Look-back Window Length=36, Prediction Length=362025.091.5820.964
CARDLook-back Window Length=36, Prediction Length=482025.091.5830.957
FilterNetLook-back Window Length=36, Prediction Length=362025.091.590.968
PatchTSTLook-back Window Length=36, Prediction Length=362025.091.5930.972
OLinearLook-back Window Length=36, Prediction Length=602025.091.6020.971
TimeMix.Look-back Window Length=36, Prediction Length=602025.091.6090.988
DLinearLook-back Window Length=36, Prediction Length=482025.091.610.995
FITSLook-back Window Length=36, Prediction Length=362025.091.6210.994
TimeMix.++Look-back Window Length=36, Prediction Length=602025.091.6261.006
LeddamLook-back Window Length=36, Prediction Length=482025.091.6460.999
FredformerLook-back Window Length=36, Prediction Length=482025.091.6521.008
DLinearLook-back Window Length=36, Prediction Length=602025.091.6791.02
FilterNetLook-back Window Length=36, Prediction Length=482025.091.681.009
CARDLook-back Window Length=36, Prediction Length=602025.091.6931.003
iTrans.Look-back Window Length=36, Prediction Length=482025.091.6961.011
PatchTSTLook-back Window Length=36, Prediction Length=482025.091.711.02
LeddamLook-back Window Length=36, Prediction Length=602025.091.7271.043
FredformerLook-back Window Length=36, Prediction Length=602025.091.7521.049
FITSLook-back Window Length=36, Prediction Length=482025.091.7751.052
FilterNetLook-back Window Length=36, Prediction Length=602025.091.7761.053
iTrans.Look-back Window Length=36, Prediction Length=602025.091.7961.061
PatchTSTLook-back Window Length=36, Prediction Length=602025.091.8291.064
FITSLook-back Window Length=36, Prediction Length=602025.091.9581.122