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ResearchFormerly WizWand

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

0.138MSEDMSC
0.133680.162840.1920.22116Aug 3, 2025Sep 23, 2025Nov 13, 2025Jan 3, 2026Feb 23, 2026Apr 15, 2026Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DMSCPrediction Length=96, Look-back Length=962025.080.1380.223
CVAformerForecasting Horizon=96, Input Sequence Length=962026.060.140.231
NESTInput length=96, Prediction horizon=962026.050.1410.235
ReNFAveraged prediction lengths={96, 192, 336, 720}2025.090.1450.237
iTransformerInput length=96, Prediction horizon=962026.050.1480.24
TIMEBRIDGEL=AVG2026.050.1490.245
PESD-TSFL=AVG2026.050.150.244
TimeBridgeAveraged prediction lengths={96, 192, 336, 720}2025.090.1520.247
TimeMixerInput length=96, Prediction horizon=962026.050.1530.247
Timer-XLAveraged prediction lengths={96, 192, 336, 720}2025.090.1550.246
DUETAveraged prediction lengths={96, 192, 336, 720}2025.090.1570.248
TimeDistillAveraged prediction lengths={96, 192, 336, 720}2025.090.1570.254
PATCHTSTL=AVG2026.050.1590.253
DEFORM**L=AVG2026.050.1610.261
iTransformerAveraged prediction lengths={96, 192, 336, 720}2025.090.1630.258
ITRANS*L=AVG2026.050.1640.261
DLinearAveraged prediction lengths={96, 192, 336, 720}2025.090.1670.264
TIMEBASEL=AVG2026.050.1670.258
SPARSETSFL=AVG2026.050.1680.264
PatchTSTAveraged prediction lengths={96, 192, 336, 720}2025.090.1710.271
CrossformerAveraged prediction lengths={96, 192, 336, 720}2025.090.1710.263
iTransformerForecasting Horizon=Avg., Input Sequence Length=962026.060.1780.27
TimeMixerAveraged prediction lengths={96, 192, 336, 720}2025.090.1850.284
TIMEMIXERL=AVG2026.050.1850.284
PatchTSTInput length=96, Prediction horizon=962026.050.190.296
DMSCPrediction Length=720, Look-back Length=962025.080.2130.299
AMDPrediction Length=720, Look-back Length=962025.080.2460.321