Multivariate Time-series Forecasting on ETTh2 hourly (test) benchmark leaderboard · SOTA2 Research

Multivariate Time-series Forecasting on ETTh2 hourly (test)

0.223MSEPatchTST

Evaluation Results

Method	Links
PatchTST2023.05		0.223	0.297
Koopa2023.05		0.226	0.3
DLinear2023.05		0.226	0.305
TimesNet2023.05		0.241	0.319
MICN2023.05		0.26	0.336
Autoformer2021.06		0.261	0.341
FiLM2023.05		0.261	0.324
DLinear2023.05		0.294	0.351
Koopa2023.05		0.297	0.349
PatchTST2023.05		0.3	0.353
Autoformer2021.06		0.312	0.373
FiLM2023.05		0.322	0.372
TimesNet2023.05		0.325	0.376
Koopa2023.05		0.333	0.381
MICN2023.05		0.343	0.393
PatchTST2023.05		0.346	0.39
FiLM2023.05		0.352	0.397
DLinear2023.05		0.354	0.397
Autoformer2023.05		0.355	0.38
Koopa2023.05		0.356	0.393
FiLM2023.05		0.361	0.41
TimesNet2023.05		0.374	0.408
MICN2023.05		0.374	0.411
PatchTST2023.05		0.383	0.406
KNF2023.05		0.385	0.376
DLinear2023.05		0.385	0.418
TimesNet2023.05		0.394	0.434
Autoformer2023.05		0.427	0.432
KNF2023.05		0.433	0.446
KNF2023.05		0.441	0.456
MICN2023.05		0.455	0.464
Autoformer2021.06		0.457	0.455
Autoformer2023.05		0.457	0.461
Autoformer2021.06		0.471	0.475
Autoformer2021.06		0.474	0.484
Autoformer2023.05		0.503	0.491
KNF2023.05		0.528	0.503
Informer2021.06		0.72	0.665
LogTrans2021.06		0.828	0.75
LSTMa2021.06		1.143	0.813
Informer2021.06		1.457	1.001
Reformer2021.06		1.531	1.613
LSTMa2021.06		1.671	1.221
LogTrans2021.06		1.806	1.034
Reformer2021.06		1.871	1.735
LSTNet2021.06		2.544	2.591
Informer2021.06		2.723	1.34
LSTNet2021.06		2.742	1.457
LSTNet2021.06		3.242	2.513
LSTMa2021.06		3.434	1.549
Informer2021.06		3.467	1.473
Informer2021.06		3.489	1.515
LSTNet2021.06		3.567	1.687
LogTrans2021.06		3.875	1.763
LogTrans2021.06		3.913	1.552
LSTMa2021.06		3.963	1.788
Reformer2021.06		4.028	1.688
LogTrans2021.06		4.07	1.681
LSTMa2021.06		4.117	1.674
LSTNet2021.06		4.625	3.709
Reformer2021.06		4.66	1.846
Reformer2021.06		5.381	2.015