Time Series Forecasting on ETTm1 v1 (test)
0.313MSEAdaMamba
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AdaMambaInput Length (T)=96, Prediction Length (H)=962026.04 | 0.313 | 0.355 | |
| TimeMachineInput Length (T)=96, Prediction Length (H)=962026.04 | 0.329 | 0.358 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=1922026.04 | 0.36 | 0.381 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=Average2026.04 | 0.378 | 0.396 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=3362026.04 | 0.39 | 0.404 | |
| PatchTSTInput Length (T)=96, Prediction Length (H)=3362026.04 | 0.409 | 0.403 | |
| AdaMambaInput Length (T)=96, Prediction Length (H)=7202026.04 | 0.445 | 0.439 | |
| PatchTSTInput Length (T)=96, Prediction Length (H)=7202026.04 | 0.471 | 0.437 | |
| DLinear + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.01 | 0.544 | 0.479 | |
| DLinearSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.01 | 0.561 | 0.498 | |
| TimeXer + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.01 | 0.631 | 0.525 | |
| TimeXerSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.01 | 0.647 | 0.531 | |
| TimesNet + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.01 | 0.701 | 0.548 | |
| TimesNetSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.01 | 0.709 | 0.554 | |
| DLinear + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.01 | 0.746 | 0.576 | |
| DLinearSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.01 | 0.749 | 0.579 | |
| TimesNet + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.01 | 0.754 | 0.571 | |
| DLinearSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=false2026.01 | 0.768 | 0.594 | |
| DLinear + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=DLinear, DPAD enhancement=true2026.01 | 0.783 | 0.605 | |
| TimeXer + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.01 | 0.798 | 0.575 | |
| iTransformer + DPADSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.01 | 0.804 | 0.579 | |
| iTransformerSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.01 | 0.822 | 0.585 | |
| iTransformerSource=ETTm2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.01 | 0.825 | 0.589 | |
| TimeXerSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.01 | 0.832 | 0.591 | |
| iTransformer + DPADSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.01 | 0.834 | 0.596 | |
| TimesNetSource=ETTh1, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.01 | 0.849 | 0.575 | |
| iTransformer + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=true2026.01 | 0.904 | 0.606 | |
| iTransformerSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=iTransformer, DPAD enhancement=false2026.01 | 0.98 | 0.631 | |
| TimesNet + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=true2026.01 | 1.043 | 0.644 | |
| TimesNetSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimesNet, DPAD enhancement=false2026.01 | 1.059 | 0.658 | |
| TimeXer + DPADSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=true2026.01 | 1.412 | 0.734 | |
| TimeXerSource=ETTh2, Forecasting length=96, Zero-shot=true, Backbone=TimeXer, DPAD enhancement=false2026.01 | 1.428 | 0.748 |