Time Series Forecasting on ETTm2 v1 (test)
0.312MSEiTransformer + DPAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| iTransformer + DPADSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.01 | 0.312 | 0.351 | |
| DLinearSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.01 | 0.318 | 0.356 | |
| iTransformerSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.01 | 0.326 | 0.362 | |
| TimeXerSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.01 | 0.336 | 0.364 | |
| DLinear + DPADSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.01 | 0.337 | 0.367 | |
| iTransformer + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.01 | 0.339 | 0.373 | |
| TimesNet + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.01 | 0.339 | 0.37 | |
| TimesNet + DPADSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.01 | 0.34 | 0.369 | |
| TimeXer + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.01 | 0.341 | 0.37 | |
| TimeXer + DPADSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.01 | 0.341 | 0.371 | |
| iTransformerSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.01 | 0.342 | 0.375 | |
| TimeXerSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.01 | 0.344 | 0.374 | |
| iTransformer + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.01 | 0.346 | 0.378 | |
| TimesNetSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.01 | 0.357 | 0.38 | |
| iTransformerSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.01 | 0.358 | 0.389 | |
| TimesNetSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.01 | 0.368 | 0.39 | |
| TimesNetSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.01 | 0.369 | 0.394 | |
| TimeXer + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.01 | 0.377 | 0.402 | |
| TimesNet + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.01 | 0.38 | 0.404 | |
| TimeXerSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.01 | 0.387 | 0.408 | |
| DLinear + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.01 | 0.405 | 0.451 | |
| DLinearSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.01 | 0.409 | 0.454 | |
| DLinear + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.01 | 0.526 | 0.532 | |
| DLinearSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.01 | 0.537 | 0.541 |