Time Series Analysis on ETTh2 (96) Univariate

Metric: MAE (lower is better)

LeaderboardDataset

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	PatchMixer	0.268	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
2	SegRNN	0.272	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
3	FiLM	0.272	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
4	NLinear	0.278	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
5	DLinear	0.279	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
6	PatchTST/64	0.284	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code

#1PatchMixerSOTA
0.268
MAE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#2SegRNN
0.272
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#3FiLMSOTA
0.272
MAE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#4NLinear
0.278
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#5DLinear
0.279
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#6PatchTST/64
0.284
MAE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code