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ResearchFormerly WizWand

Long-term forecasting on Solar

0.191MSEDMSC
0.174520.285760.3970.50824Feb 4, 2024Jun 7, 2024Oct 9, 2024Feb 10, 2025Jun 14, 2025Oct 16, 2025Feb 18, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DMSCPrediction Length=96, Look-back Window=962025.080.1910.237
SE-LLMInput length=672, Forecast horizon={96, 192, 336, 720}2025.080.1920.242
TimeAlignPrediction Length (O)=Avg2025.090.1920.214
GTRLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.1940.245
TimeMixer++Input length=672, Forecast horizon={96, 192, 336, 720}, Year=20252025.080.1940.256
AutoTimesstrategy=one-for-all, context length=6722024.020.1970.242
TQNetLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.1980.256
TPCHorizons=Average of {96, 192, 336, 720}, Backbone=GPT-2 small2026.020.2010.255
PatchTSTstrategy=one-for-all, input length=672, output length=962024.020.2020.269
PatchTSTHorizons=Average of {96, 192, 336, 720}, Backbone=GPT-2 small2026.020.2020.269
iTransformerPrediction Length=96, Look-back Window=962025.080.2040.238
AutoTimes-GPT2Input length=672, Forecast horizon={96, 192, 336, 720}, Year=20242025.080.2070.246
TimeMixerPrediction Length=96, Look-back Window=962025.080.2070.259
AutoTimesHorizons=Average of {96, 192, 336, 720}, Backbone=GPT-2 small2026.020.2090.258
DMSCPrediction Length=Avg, Look-back Window=962025.080.2090.256
CycleNetLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.210.261
DMSCPrediction Length=336, Look-back Window=962025.080.2110.262
iTrans.strategy=one-for-all, input length=672, output length=962024.020.2130.291
TimesNetstrategy=one-for-all, input length=672, output length=962024.020.2130.295
iTransFormerInput length=672, Forecast horizon={96, 192, 336, 720}, Year=20242025.080.2130.291
TimeMixerLookback window (L)=96, Prediction lengths (T)={96, 192, 336, 720}2024.120.2160.28
TimeMixerLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.2160.28
DMSCPrediction Length=720, Look-back Window=962025.080.2170.265
DMSCPrediction Length=192, Look-back Window=962025.080.2180.261
TimesNetPrediction Length=96, Look-back Window=962025.080.220.256
DLinearstrategy=one-for-all, input length=672, output length=962024.020.2220.283
DLinearHorizons=Average of {96, 192, 336, 720}, Backbone=GPT-2 small2026.020.2220.283
PatchTSTPrediction Length=96, Look-back Window=962025.080.2220.276
DLinearPrediction Length (O)=Avg2025.090.2240.226
Time-CMAInput length=672, Forecast horizon={96, 192, 336, 720}, Year=20252025.080.2270.276
SOFTSLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.2290.256
TQNetInput length=672, Forecast horizon={96, 192, 336, 720}, Year=20252025.080.230.27
iTransformerLookback window (L)=96, Prediction lengths (T)={96, 192, 336, 720}2024.120.2330.262
iTransformerLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.2330.262
Time-LLMInput length=672, Forecast horizon={96, 192, 336, 720}, Year=20242025.080.2340.293
iTransformerPrediction Length=Avg, Look-back Window=962025.080.2350.262
FPTstrategy=one-for-all, input length=672, output length=962024.020.2360.303
CARDLookback window (L)=96, Prediction lengths (T)={96, 192, 336, 720}2024.120.2370.239
TimeXerLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.2370.302
TimeMixerPrediction Length=Avg, Look-back Window=962025.080.2370.279
iTransformerPrediction Length=192, Look-back Window=962025.080.2380.262
TimeMixerPrediction Length=720, Look-back Window=962025.080.2380.285
xPatchLookback window (L)=96, Prediction lengths (T)={96, 192, 336, 720}2024.120.2390.236
S-MambaLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.240.273
S2IP-LLMHorizons=Average of {96, 192, 336, 720}, Backbone=GPT-2 small2026.020.2430.27
TimeMixerPrediction Length=192, Look-back Window=962025.080.250.296
iTransformerPrediction Length=336, Look-back Window=962025.080.250.274
iTransformerPrediction Length=720, Look-back Window=962025.080.250.275
TimeMixerPrediction Length=336, Look-back Window=962025.080.2520.278
PatchTSTPrediction Length=192, Look-back Window=962025.080.2530.296
PatchTSTLookback window (L)=96, Prediction lengths (T)={96, 192, 336, 720}2024.120.2540.289
PatchTSTPrediction Length=Avg, Look-back Window=962025.080.2560.296
TimesNetPrediction Length=192, Look-back Window=962025.080.260.279
TimesNetPrediction Length=Avg, Look-back Window=962025.080.2620.282
TimeLLMstrategy=one-for-all, input length=672, output length=962024.020.2630.335
OFAHorizons=Average of {96, 192, 336, 720}, Backbone=GPT-2 small2026.020.2630.335
TimeLLMHorizons=Average of {96, 192, 336, 720}, Backbone=GPT-2 small2026.020.2630.335
PatchTSTLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.270.307
PatchTSTPrediction Length=336, Look-back Window=962025.080.2730.306
PatchTSTPrediction Length=720, Look-back Window=962025.080.2750.305
MICNLookback window (L)=96, Prediction lengths (T)={96, 192, 336, 720}2024.120.2830.358
TimesNetPrediction Length=336, Look-back Window=962025.080.2850.294
TimesNetPrediction Length=720, Look-back Window=962025.080.2850.301
TimesNetLookback window (L)=96, Prediction lengths (T)={96, 192, 336, 720}2024.120.3010.319
RAFTLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.3010.303
DLinearLookback window (L)=96, Prediction lengths (T)={96, 192, 336, 720}2024.120.3270.398
DLinearLook-back length T=96, Forecasting horizons S={96, 192, 336, 720}2026.020.330.401
RLinearLookback window (L)=96, Prediction lengths (T)={96, 192, 336, 720}2024.120.3690.357
UniTimestrategy=one-for-all, input length=672, output length=962024.020.3920.462
ETSformerLookback window (L)=96, Prediction lengths (T)={96, 192, 336, 720}2024.120.6030.615