Time Series Forecasting on ETTh2 (720) Univariate

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	Informer	0.338	No	Informer: Beyond Efficient Transformer for Long ...	2020-12-14	Code
2	AutoCon	0.344	No	Self-Supervised Contrastive Learning for Long-te...	2024-02-03	Code
3	SegRNN	0.365	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
4	PatchMixer	0.374	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
5	PatchTST/64	0.38	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
6	NLinear	0.381	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
7	FiLM	0.396	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
8	QuerySelector	0.413	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
9	DLinear	0.426	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
10	SCINet	0.429	No	SCINet: Time Series Modeling and Forecasting wit...	2021-06-17	Code
11	Transformer	0.434	No	Long-term series forecasting with Query Selector...	2021-07-19	Code

#1InformerSOTA
0.338
MAE· 2020-12-14
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Code
#2AutoCon
0.344
MAE· 2024-02-03
Self-Supervised Contrastive Learning for Long-term Forecasting Code
#3SegRNN
0.365
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#4PatchMixer
0.374
MAE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#5PatchTST/64
0.38
MAE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#6NLinear
0.381
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#7FiLM
0.396
MAE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#8QuerySelector
0.413
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#9DLinear
0.426
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#10SCINet
0.429
MAE· 2021-06-17
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Code
#11Transformer
0.434
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code