Time Series Forecasting on ETTh2 v1 (test)
0.416MSEiTransformer + DPAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| iTransformer + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.01 | 0.416 | 0.425 | |
| iTransformerSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.01 | 0.419 | 0.428 | |
| TimeXer + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.01 | 0.42 | 0.425 | |
| TimeXerSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.01 | 0.426 | 0.429 | |
| TimeXer + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.01 | 0.436 | 0.425 | |
| TimesNet + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.01 | 0.439 | 0.443 | |
| TimeXerSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.01 | 0.457 | 0.453 | |
| iTransformer + DPADSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.01 | 0.476 | 0.459 | |
| TimesNetSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.01 | 0.48 | 0.459 | |
| iTransformerSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.01 | 0.482 | 0.465 | |
| DLinear + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.01 | 0.489 | 0.481 | |
| TimesNet + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.01 | 0.49 | 0.472 | |
| DLinear + DPADSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.01 | 0.492 | 0.479 | |
| DLinearSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.01 | 0.495 | 0.487 | |
| DLinearSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.01 | 0.5 | 0.492 | |
| DLinearSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.01 | 0.508 | 0.499 | |
| iTransformer + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.01 | 0.519 | 0.487 | |
| DLinear + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.01 | 0.519 | 0.506 | |
| TimesNetSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.01 | 0.528 | 0.487 | |
| iTransformerSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.01 | 0.553 | 0.507 | |
| TimesNet + DPADSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.01 | 0.555 | 0.507 | |
| TimesNetSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.01 | 0.566 | 0.515 | |
| TimeXer + DPADSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.01 | 0.578 | 0.507 | |
| TimeXerSource=ETTm1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.01 | 0.591 | 0.522 |