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ResearchFormerly WizWand

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

0.13MSEPatchTST
0.124920.159210.19350.22779Jun 7, 2026Jun 10, 2026Jun 13, 2026Jun 16, 2026Jun 19, 2026Jun 22, 2026Jun 26, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PatchTSTForecast horizon (T)=96, Look-back length (L)=7202026.060.130.225
TA-SparseMGForecast horizon (T)=96, Look-back length (L)=7202026.060.1320.225
InA-ProbeEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.1620.254
TALONEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.1620.255
SimpleTMEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.1670.261
TimeMixerEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.1670.257
iTransformerEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.1670.26
AutoTimesEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.1680.261
Timer XLEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.1730.272
PatchTSTEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.180.283
TimeLLMEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.1850.288
iTransformerForecast horizon (T)=720, Look-back length (L)=7202026.060.1940.288
TimesNetEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.2070.304
CALFEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.2390.296
FPTEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.060.2570.354