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ResearchFormerly WizWand

Multi-variate long-term time series forecasting on Solar

0.139MSESAN
0.134440.165220.1960.22678Apr 8, 2024Aug 13, 2024Dec 19, 2024Apr 26, 2025Aug 31, 2025Jan 6, 2026May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SANPrediction length (H)=962026.050.1390.192
NS-TransformerPrediction length (H)=962026.050.1540.177
SeesawNetPrediction length (H)=962026.050.1580.201
TimeBridgePrediction length (H)=962026.050.1630.216
SeesawNetPrediction length (H)=1922026.050.1710.216
TimePerceiverPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.1730.221
SANPrediction length (H)=1922026.050.1750.225
DecompKANPrediction Horizon (H)=962026.040.1760.227
TimeBridgePrediction length (H)=1922026.050.1790.234
DDNPrediction length (H)=962026.050.180.23
NS-TransformerPrediction length (H)=1922026.050.1820.217
SeesawNetPrediction length (H)=3362026.050.1820.223
PatchTSTPrediction length (H)=962026.050.1840.243
PDFPrediction length (H)=962026.050.1850.255
U-mixerPrediction length (H)=962026.050.1870.236
SANPrediction length (H)=3362026.050.1880.241
PatchTSTPrediction length (H)=1922026.050.190.244
DualformerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.010.1910.239
TimeMixerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.010.1920.244
DecompKANPrediction Horizon (H)=1922026.040.1920.245
TimeBridgePrediction length (H)=3362026.050.1920.23
Crossformerforecast_horizon=Average of {96, 192, 336, 720}2024.040.1930.249
DecompKANPrediction Horizon (H)=Avg2026.040.1930.244
SeesawNetPrediction length (H)=7202026.050.1930.232
FITSHorizon=96, Parameter(720)=41.76K2024.100.195—
ATFNetforecast_horizon=Average of {96, 192, 336, 720}2024.040.1980.261
TimePerceiverPrediction Length (H)=Avg, Input Length (L)=Averaged over {96, 384, 768}2025.120.1980.241
TQNetInput length (L)=96, Forecasting horizons (T)={96, 192, 336, 720}2025.120.1980.256
DeformableTSTPrediction Length (H)=Avg, Input Length (L)=Averaged over {96, 384, 768}2025.120.1990.255
DecompKANPrediction Horizon (H)=3362026.040.1990.25
DDNPrediction length (H)=1922026.050.1990.253
PENGUINLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.080.20.253
NS-TransformerPrediction length (H)=3362026.050.20.225
PDFPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.010.2030.248
iTransformerHorizon=96, Parameter(720)=7.04M2024.100.203—
PatchTSTLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.080.2030.265
DecompKANPrediction Horizon (H)=7202026.040.2030.255
iTransformerPrediction Horizon (H)=962026.040.2030.237
DDNPrediction length (H)=3362026.050.2030.25
SANPrediction length (H)=7202026.050.2030.25
TimeBridgePrediction length (H)=7202026.050.2030.251
NS-TransformerPrediction length (H)=7202026.050.2030.239
PatchTSTPrediction length (H)=3362026.050.2040.261
PatchTSTforecast_horizon=Average of {96, 192, 336, 720}2024.040.2050.272
iTransformerPrediction length (H)=962026.050.2050.258
CATSLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.080.2060.248
PatchTSTPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.2070.283
CycleNet/MLPLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.080.210.261
CATSPrediction Length (H)=Avg, Input Length (L)=Averaged over {96, 384, 768}2025.120.2110.247
MixLinearHorizon=96, Parameter(720)=0.176K2024.100.211—
SparseTSFHorizon=96, Parameter(720)=0.925K2024.100.211—
PatchTSTPrediction length (H)=7202026.050.2110.258
FiLMPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.010.2130.266
FITSHorizon=192, Parameter(720)=41.76K2024.100.216—
PDFPrediction length (H)=1922026.050.2160.27
SEEDInput length (L)=96, Forecasting horizons (T)={96, 192, 336, 720}2025.120.2180.252
DDNPrediction length (H)=7202026.050.2180.261
iTransformerforecast_horizon=Average of {96, 192, 336, 720}2024.040.2190.272
U-mixerPrediction length (H)=1922026.050.2220.258
CycleNetLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.080.2230.277
PENGUINLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.080.2240.261
SparseTSFHorizon=192, Parameter(720)=0.925K2024.100.225—
iTransformerPrediction length (H)=7202026.050.2260.277
MixLinearHorizon=192, Parameter(720)=0.176K2024.100.227—
SOFTSInput length (L)=96, Forecasting horizons (T)={96, 192, 336, 720}2025.120.2290.256
iTransformerPrediction length (H)=3362026.050.2290.272
iTransformerLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.080.230.286
iTransformerPrediction length (H)=1922026.050.230.269
PDFPrediction length (H)=3362026.050.230.282
FreTSforecast_horizon=Average of {96, 192, 336, 720}2024.040.2310.29
U-mixerPrediction length (H)=3362026.050.2310.276
FITSHorizon=336, Parameter(720)=41.76K2024.100.232—
iTransformerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.010.2330.262
iTransformerInput length (L)=96, Forecasting horizons (T)={96, 192, 336, 720}2025.120.2330.262
iTransformerHorizon=192, Parameter(720)=7.04M2024.100.233—
CATSLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.080.2330.262
iTransformerLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.080.2330.262
iTransformerPrediction Horizon (H)=1922026.040.2330.261
iTransformerPrediction Horizon (H)=Avg2026.040.2330.262
PatchTSTPrediction Horizon (H)=962026.040.2340.286
StemGNNforecast_horizon=Average of {96, 192, 336, 720}2024.040.2350.301
CycleNet/LinearLook-back length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2025.080.2350.27
TimesNetLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.080.2360.279
PDFPrediction length (H)=7202026.050.2360.296
DUETInput length (L)=96, Forecasting horizons (T)={96, 192, 336, 720}2025.120.2370.233
SCINetHorizon=96, Parameter(720)=23.62M2024.100.237—
U-mixerPrediction length (H)=7202026.050.2380.281
MixLinearHorizon=336, Parameter(720)=0.176K2024.100.24—
MixLinearHorizon=720, Parameter(720)=0.176K2024.100.24—
SparseTSFHorizon=336, Parameter(720)=0.925K2024.100.241—
SparseTSFHorizon=720, Parameter(720)=0.925K2024.100.241—
FITSHorizon=720, Parameter(720)=41.76K2024.100.242—
FEDformerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.010.2430.35
TimesNetPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.010.2440.334
iTransformerHorizon=336, Parameter(720)=7.04M2024.100.248—
iTransformerPrediction Horizon (H)=3362026.040.2480.273
iTransformerHorizon=720, Parameter(720)=7.04M2024.100.249—
iTransformerPrediction Horizon (H)=7202026.040.2490.275
MTLinearLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.080.2520.314
DLinearLook-back length (L)=336, Prediction horizons (H)={96, 192, 336, 720}2025.080.2530.315