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ResearchFormerly WizWand

Time Series Forecasting on Solar-Energy

0.176MSEGTR
0.168120.221310.27450.32769Aug 27, 2025Sep 25, 2025Oct 24, 2025Nov 22, 2025Dec 21, 2025Jan 19, 2026Feb 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GTRLook-back length=96, Prediction length=962026.020.1760.235
SEMixerAveraged horizons=96, 192, 336, 720 steps2026.020.1840.245
Deform.TSTAveraged horizons=96, 192, 336, 720 steps2026.020.1840.241
PatchTSTAveraged horizons=96, 192, 336, 720 steps2026.020.1850.247
FredformerPrediction Length=962025.080.1850.233
TSMixerAveraged horizons=96, 192, 336, 720 steps2026.020.1870.246
TimeMixerLook-back length=96, Prediction length=962026.020.1890.259
TimeXerAveraged horizons=96, 192, 336, 720 steps2026.020.190.268
GTRLook-back length=96, Prediction length=Avg2026.020.1940.245
LeddamPrediction Length=962025.080.1970.241
FilterLeddamPrediction Length=962025.080.1970.241
iFilterFormerPrediction Length=962025.080.1980.232
FilterFormerPrediction Length=962025.080.1990.243
iTransformerPrediction Length=962025.080.2030.237
CycleNetLook-back length=96, Prediction length=Avg2026.020.210.261
TimeMixerAveraged horizons=96, 192, 336, 720 steps2026.020.2140.275
TimeMixerLook-back length=96, Prediction length=Avg2026.020.2160.28
ModernTCNAveraged horizons=96, 192, 336, 720 steps2026.020.220.306
FredformerPrediction Length=1922025.080.2270.253
FilterLeddamPrediction Length=1922025.080.2270.264
DLinearAveraged horizons=96, 192, 336, 720 steps2026.020.230.294
TimesNetAveraged horizons=96, 192, 336, 720 steps2026.020.2310.3
LeddamPrediction Length=1922025.080.2310.264
ItransformerAveraged horizons=96, 192, 336, 720 steps2026.020.2320.3
iFilterFormerPrediction Length=1922025.080.2320.261
iTransformerPrediction Length=1922025.080.2330.261
PatchTSTPrediction Length=962025.080.2340.286
FilterFormerPrediction Length=1922025.080.2380.281
PathformerAveraged horizons=96, 192, 336, 720 steps2026.020.240.283
LeddamPrediction Length=3362025.080.2410.268
FredformerPrediction Length=3362025.080.2460.284
FilterLeddamPrediction Length=3362025.080.2470.277
FredformerPrediction Length=7202025.080.2470.276
FilterLeddamPrediction Length=7202025.080.2470.276
iTransformerPrediction Length=3362025.080.2480.273
iFilterFormerPrediction Length=3362025.080.2480.278
LeddamPrediction Length=7202025.080.250.281
iTransformerPrediction Length=7202025.080.2520.286
iFilterFormerPrediction Length=7202025.080.2520.282
FilterFormerPrediction Length=3362025.080.2580.288
FilterFormerPrediction Length=7202025.080.260.291
PatchTSTPrediction Length=1922025.080.2670.31
FilterNetPrediction Length=962025.080.2830.293
PatchTSTPrediction Length=7202025.080.2890.317
DLinearPrediction Length=962025.080.290.348
PatchTSTPrediction Length=3362025.080.290.315
DLinearPrediction Length=1922025.080.320.398
FilterNetPrediction Length=1922025.080.3210.311
DLinearPrediction Length=3362025.080.3530.415
DLinearPrediction Length=7202025.080.3560.413
FilterNetPrediction Length=3362025.080.3690.334
FilterNetPrediction Length=7202025.080.3730.336