Time Series Forecasting on ETTh1 (720) Univariate

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	AutoCon	0.223	No	Self-Supervised Contrastive Learning for Long-te...	2024-02-03	Code
2	NLinear	0.226	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
3	SegRNN	0.233	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
4	PatchTST/64	0.236	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
5	FiLM	0.24	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
6	PatchMixer	0.243	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
7	SCINet	0.25	No	SCINet: Time Series Modeling and Forecasting wit...	2021-06-17	Code
8	Parallel Series Transformer	0.286	No	-	-	Code
9	Informer	0.357	No	Informer: Beyond Efficient Transformer for Long ...	2020-12-14	Code
10	DLinear	0.359	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
11	QuerySelector	0.373	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
12	Transformer	0.4213	No	Long-term series forecasting with Query Selector...	2021-07-19	Code

#1AutoConSOTA
0.223
MAE· 2024-02-03
Self-Supervised Contrastive Learning for Long-term Forecasting Code
#2NLinearSOTA
0.226
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#3SegRNN
0.233
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#4PatchTST/64
0.236
MAE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#5FiLMSOTA
0.24
MAE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#6PatchMixer
0.243
MAE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#7SCINetSOTA
0.25
MAE· 2021-06-17
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Code
#8Parallel Series Transformer
0.286
MAE
No paperCode
#9InformerSOTA
0.357
MAE· 2020-12-14
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Code
#10DLinear
0.359
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#11QuerySelector
0.373
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#12Transformer
0.4213
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code