Time Series Analysis on ETTh1 (48) Univariate

Metric: MAE (lower is better)

LeaderboardDataset

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	SCINet	0.154	No	SCINet: Time Series Modeling and Forecasting wit...	2021-06-17	Code
2	QuerySelector	0.2118	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
3	Transformer	0.2144	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
4	Informer	0.274	No	Informer: Beyond Efficient Transformer for Long ...	2020-12-14	Code

#1SCINetSOTA
0.154
MAE· 2021-06-17
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Code
#2QuerySelector
0.2118
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#3Transformer
0.2144
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#4InformerSOTA
0.274
MAE· 2020-12-14
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Code