SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction

Benchmark Model Rank Results
time-series-forecasting-on-etth1-168-1SCINet#1MSE: 0.408MAE: 0.417
time-series-forecasting-on-etth1-168-2SCINet#1MSE: 0.071MAE: 0.21
time-series-forecasting-on-etth1-24-1SCINet#1MSE: 0.3MAE: 0.342
time-series-forecasting-on-etth1-24-2SCINet#1MSE: 0.029MAE: 0.127
time-series-forecasting-on-etth1-336-1SCINet#51MSE: 0.504MAE: 0.495
time-series-forecasting-on-etth1-336-2SCINet#6MSE: 0.084MAE: 0.234
time-series-forecasting-on-etth1-48-1SCINet#1MSE: 0.361MAE: 0.388
time-series-forecasting-on-etth1-48-2SCINet#1MSE: 0.041MAE: 0.154
time-series-forecasting-on-etth1-720-1SCINet#18MSE: 0.544MAE: 0.527
time-series-forecasting-on-etth1-720-2SCINet#7MSE: 0.099MAE: 0.25
time-series-forecasting-on-etth2-168-1SCINet#1MSE: 0.342MAE: 0.38
time-series-forecasting-on-etth2-168-2SCINet#2MSE: 0.158MAE: 0.311
time-series-forecasting-on-etth2-24-1SCINet#1MSE: 0.18MAE: 0.263
time-series-forecasting-on-etth2-24-2SCINet#1MSE: 0.065MAE: 0.183
time-series-forecasting-on-etth2-336-1SCINet#12MSE: 0.365MAE: 0.409
time-series-forecasting-on-etth2-336-2SCINet#2MSE: 0.166MAE: 0.329
time-series-forecasting-on-etth2-48-1SCINet#1MSE: 0.23MAE: 0.303
time-series-forecasting-on-etth2-48-2SCINet#1MSE: 0.093MAE: 0.227
time-series-forecasting-on-etth2-720-1SCINet#15MSE: 0.475MAE: 0.488
time-series-forecasting-on-etth2-720-2SCINet#11MSE: 0.286MAE: 0.429