Time Series Forecasting on ETTh1 (336) Univariate

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	SegRNN	0.215	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
2	PatchTST/64	0.22	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
3	PatchMixer	0.22	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
4	NLinear	0.226	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
5	FiLM	0.229	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
6	SCINet	0.234	No	SCINet: Time Series Modeling and Forecasting wit...	2021-06-17	Code
7	DLinear	0.244	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
8	QuerySelector	0.2844	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
9	Transformer	0.3201	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
10	Informer	0.346	No	Informer: Beyond Efficient Transformer for Long ...	2020-12-14	Code

#1SegRNNSOTA
0.215
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#2PatchTST/64SOTA
0.22
MAE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#3PatchMixer
0.22
MAE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#4NLinearSOTA
0.226
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#5FiLMSOTA
0.229
MAE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#6SCINetSOTA
0.234
MAE· 2021-06-17
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Code
#7DLinear
0.244
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#8QuerySelector
0.2844
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#9Transformer
0.3201
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#10InformerSOTA
0.346
MAE· 2020-12-14
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Code