ETT

Benchmarks

Task Name	Dataset Name	SOTA Result
Time Series Forecasting	ETTh1	MSE0.0522	729
Multivariate Forecasting	ETTh1	MSE0.254	686
Time Series Forecasting	ETTh2	MSE0.134	561
Multivariate Time-series Forecasting	ETTm1	MSE0.106	466
Long-term Time Series Forecasting	ETTh1	MAE0.241	446
Multivariate long-term forecasting	ETTh1	MSE0.351	394
Multivariate Time Series Forecasting	ETTm2	MSE0.1131	389
Time Series Forecasting	ETTm2	MSE0.105	382
Long-term forecasting	ETTm1	MSE0.215	375
Multivariate long-term series forecasting	ETTh2	MSE0.112	367
Long-term forecasting	ETTh1	MSE0.056	365
Multivariate Forecasting	ETTh2	MSE0.177	350
Long-term Time Series Forecasting	ETTm1	MSE0.056	334
Multivariate long-term series forecasting	ETTm1	MSE0.283	305
Time Series Forecasting	ETTh2 (test)	MSE0.243	232
Time Series Forecasting	ETTm2 (test)	MSE0.143	171
Time Series Imputation	ETTm1	MSE0.002	151
Multivariate long-term forecasting	ETTm1 (test)	MSE0.166	138
Time Series Imputation	ETTm2	MSE0.003	117
Time Series Imputation	ETTh2	MSE0.003	100
Multivariate time series forecasting	ETTh2	MSE0.1641	84
Time Series Forecasting	ETTh1 -> ETTh2	MSE0.28	74
Multivariate Long-term Time Series Forecasting	ETTm2	MSE0.16	74
Univariate time-series forecasting	ETTh1	MSE0.029	73
Univariate long sequence time-series forecasting	ETTh2	MSE0.031	70

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