Time Series Forecasting on ETTh1 (24) Multivariate

Metric: MSE (lower is better)

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#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	SCINet	0.3	Yes	SCINet: Time Series Modeling and Forecasting wit...	2021-06-17	Code
2	GLinear	0.3142	No	Bridging Simplicity and Sophistication using GLi...	2025-01-02	Code
3	GLinear	0.3142	No	Bridging Simplicity and Sophistication using GLi...	2025-01-02	Code
4	QuerySelector	0.4226	Yes	Long-term series forecasting with Query Selector...	2021-07-19	Code
5	Transformer	0.4496	Yes	Long-term series forecasting with Query Selector...	2021-07-19	Code
6	Informer	0.509	Yes	Informer: Beyond Efficient Transformer for Long ...	2020-12-14	Code

#1SCINetSOTA
0.3
MSE· Extra Data· 2021-06-17
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Code
#2GLinear
0.3142
MSE· 2025-01-02
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction Code
#3GLinear
0.3142
MSE· 2025-01-02
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction Code
#4QuerySelector
0.4226
MSE· Extra Data· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#5Transformer
0.4496
MSE· Extra Data· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#6InformerSOTA
0.509
MSE· Extra Data· 2020-12-14
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Code