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ResearchFormerly WizWand

Long-term Time Series Forecasting on Solar (MSE, MAE)

0.153MSEPESD-TSF
0.133480.265240.3970.52876Aug 3, 2025Sep 19, 2025Nov 6, 2025Dec 23, 2025Feb 9, 2026Mar 28, 2026May 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PESD-TSFPrediction Length (O)=962026.050.1530.193
ReNFAveraged prediction lengths={96, 192, 336, 720}2025.090.1760.214
PESD-TSFPrediction Length (L)=AVG2026.050.1820.218
PESD-TSFPrediction Length (O)=1922026.050.1820.216
PESD-TSFPrediction Length (O)=AVG2026.050.1820.218
TimeBridgeAveraged prediction lengths={96, 192, 336, 720}2025.090.1830.219
TimeDistillAveraged prediction lengths={96, 192, 336, 720}2025.090.1840.242
TIMEBASEPrediction Length (O)=962026.050.1920.239
TimeMixerAveraged prediction lengths={96, 192, 336, 720}2025.090.1930.252
PESD-TSFPrediction Length (O)=3362026.050.1940.227
DUETAveraged prediction lengths={96, 192, 336, 720}2025.090.1950.214
Timer-XLAveraged prediction lengths={96, 192, 336, 720}2025.090.1980.249
PatchTSTAveraged prediction lengths={96, 192, 336, 720}2025.090.20.284
DLINEARPrediction Length (O)=962026.050.20.234
PESD-TSFPrediction Length (O)=7202026.050.2010.236
iTransformerAveraged prediction lengths={96, 192, 336, 720}2025.090.2020.262
CrossformerAveraged prediction lengths={96, 192, 336, 720}2025.090.2050.233
SPARSETSFPrediction Length (O)=962026.050.2050.241
PATCHTSTPrediction Length (O)=962026.050.2050.239
FITSPrediction Length (O)=1922026.050.2070.256
iTRANS*Prediction Length (O)=1922026.050.2080.257
TIMEBASEPrediction Length (O)=1922026.050.2130.252
SPARSETSFPrediction Length (O)=3362026.050.2130.276
STAIRInput length=96, Prediction lengths={96, 192, 336, 720}2026.050.2150.269
SPARSETSFPrediction Length (O)=1922026.050.2150.265
TimeMixerInput length=96, Prediction lengths={96, 192, 336, 720}2026.050.2160.28
TimeBasePrediction Length (L)=AVG2026.050.2160.254
SparseTSFPrediction Length (L)=AVG2026.050.2160.264
TIMEBASEPrediction Length (O)=AVG2026.050.2160.254
SPARSETSFPrediction Length (O)=AVG2026.050.2160.264
iTRANS*Prediction Length (O)=962026.050.2170.255
FITSPrediction Length (O)=962026.050.2180.257
TIMEBASEPrediction Length (O)=3362026.050.2220.261
DLinearAveraged prediction lengths={96, 192, 336, 720}2025.090.2240.286
PATCHTSTPrediction Length (O)=3362026.050.2250.29
DMSCPrediction Length=720, Look-back Length=962025.080.2260.271
DLinearPrediction Length (L)=AVG2026.050.2270.276
PatchTSTPrediction Length (L)=AVG2026.050.2270.275
DLINEARPrediction Length (O)=AVG2026.050.2270.276
PATCHTSTPrediction Length (O)=1922026.050.2270.28
PATCHTSTPrediction Length (O)=AVG2026.050.2270.275
FITSPrediction Length (L)=AVG2026.050.2290.279
FITSPrediction Length (O)=3362026.050.2290.295
FITSPrediction Length (O)=AVG2026.050.2290.279
DLINEARPrediction Length (O)=3362026.050.2310.298
SPARSETSFPrediction Length (O)=7202026.050.2320.272
TIMEMIXERPrediction Length (O)=962026.050.2320.271
iTransformerInput length=96, Prediction lengths={96, 192, 336, 720}2026.050.2330.262
iTrans*Prediction Length (L)=AVG2026.050.2330.285
iTRANS*Prediction Length (O)=AVG2026.050.2330.285
TIMEMIXERPrediction Length (O)=3362026.050.2340.301
TIMEBASEPrediction Length (O)=7202026.050.2350.264
DLINEARPrediction Length (O)=7202026.050.2370.277
TIMEMIXERPrediction Length (O)=1922026.050.2380.293
iTRANS*Prediction Length (O)=3362026.050.2380.309
DLINEARPrediction Length (O)=1922026.050.2390.294
TimeMixerPrediction Length (L)=AVG2026.050.2440.296
TIMEMIXERPrediction Length (O)=AVG2026.050.2440.296
PATCHTSTPrediction Length (O)=7202026.050.2490.291
FITSPrediction Length (O)=7202026.050.2610.307
PatchTSTInput length=96, Prediction lengths={96, 192, 336, 720}2026.050.270.307
iTRANS*Prediction Length (O)=7202026.050.270.319
TIMEMIXERPrediction Length (O)=7202026.050.2730.319
TimesNetInput length=96, Prediction lengths={96, 192, 336, 720}2026.050.3010.319
DLinearInput length=96, Prediction lengths={96, 192, 336, 720}2026.050.330.401
PatchMLPPrediction Length=720, Look-back Length=962025.080.3360.321
TiDEInput length=96, Prediction lengths={96, 192, 336, 720}2026.050.3470.417
AMDPrediction Length=720, Look-back Length=962025.080.3930.349
CrossformerInput length=96, Prediction lengths={96, 192, 336, 720}2026.050.6410.639