Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting

Benchmark Model Rank Results
time-series-forecasting-on-electricity-192DiPE-Linear#6MSE: 0.148
time-series-forecasting-on-electricity-336DiPE-Linear#5MSE: 0.162
time-series-forecasting-on-electricity-720DiPE-Linear#6MSE: 0.198
time-series-forecasting-on-electricity-96DiPE-Linear#8MSE: 0.132
time-series-forecasting-on-etth1-192-1DiPE-Linear#11MSE: 0.407
time-series-forecasting-on-etth1-336-1DiPE-Linear#21MSE: 0.424
time-series-forecasting-on-etth1-720-1DiPE-Linear#1MSE: 0.409
time-series-forecasting-on-etth1-96-1DiPE-Linear#9MSE: 0.369
time-series-forecasting-on-etth2-192-1DiPE-Linear#5MSE: 0.325
time-series-forecasting-on-etth2-336-1DiPE-Linear#6MSE: 0.35
time-series-forecasting-on-etth2-720-1DiPE-Linear#2MSE: 0.375
time-series-forecasting-on-etth2-96-1DiPE-Linear#10MSE: 0.275
time-series-forecasting-on-ettm1-192-1DiPE-Linear#8MSE: 0.339
time-series-forecasting-on-ettm1-336-1DiPE-Linear#5MSE: 0.367
time-series-forecasting-on-ettm1-720-1DiPE-Linear#3MSE: 0.416
time-series-forecasting-on-ettm1-96-1DiPE-Linear#8MSE: 0.309
time-series-forecasting-on-ettm2-192-1DiPE-Linear#2MSE: 0.216
time-series-forecasting-on-ettm2-336-1DiPE-Linear#3MSE: 0.268
time-series-forecasting-on-ettm2-720-1DiPE-Linear#3MSE: 0.353
time-series-forecasting-on-ettm2-96-1DiPE-Linear#4MSE: 0.162
time-series-forecasting-on-weather-192DiPE-Linear#2MSE: 0.187
time-series-forecasting-on-weather-336DiPE-Linear#2MSE: 0.234
time-series-forecasting-on-weather-720DiPE-Linear#2MSE: 0.306
time-series-forecasting-on-weather-96DiPE-Linear#3MSE: 0.142