Multivariate Long-term Time Series Forecasting on Electricity (MSE, MAE)
0.13MSEPatchTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PatchTSTForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.13 | 0.225 | |
| TA-SparseMGForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.132 | 0.225 | |
| InA-ProbeEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.162 | 0.254 | |
| TALONEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.162 | 0.255 | |
| SimpleTMEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.167 | 0.261 | |
| TimeMixerEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.167 | 0.257 | |
| iTransformerEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.167 | 0.26 | |
| AutoTimesEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.168 | 0.261 | |
| Timer XLEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.173 | 0.272 | |
| PatchTSTEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.18 | 0.283 | |
| TimeLLMEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.185 | 0.288 | |
| iTransformerForecast horizon (T)=720, Look-back length (L)=7202026.06 | 0.194 | 0.288 | |
| TimesNetEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.207 | 0.304 | |
| CALFEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.239 | 0.296 | |
| FPTEvaluation Protocol=one-for-all, Lookback Window (L)=672, Training Horizon=96-step2026.06 | 0.257 | 0.354 |