Time Series Analysis on ETTh2 (720) Multivariate

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	xPatch	0.418	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
2	RLinear	0.421	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
3	PatchTST/64	0.422	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
4	SegRNN	0.424	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
5	PatchMixer	0.426	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
6	NLinear	0.436	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
7	TSMixer	0.436	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
8	LTBoost (drop_last=false)	0.439	No	-	-	Code
9	TEFN	0.446	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code
10	TiDE	0.451	No	Long-term Forecasting with TiDE: Time-series Den...	2023-04-17	Code
11	FiLM	0.456	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
12	SCINet	0.488	No	SCINet: Time Series Modeling and Forecasting wit...	2021-06-17	Code
13	DLinear	0.551	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
14	Informer	1.209	No	Informer: Beyond Efficient Transformer for Long ...	2020-12-14	Code
15	QuerySelector	1.3084	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
16	Transformer	1.3668	No	Long-term series forecasting with Query Selector...	2021-07-19	Code

#1xPatchSOTA
0.418
MAE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#2RLinearSOTA
0.421
MAE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#3PatchTST/64SOTA
0.422
MAE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#4SegRNN
0.424
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#5PatchMixer
0.426
MAE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#6NLinearSOTA
0.436
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#7TSMixer
0.436
MAE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#8LTBoost (drop_last=false)
0.439
MAE
No paperCode
#9TEFN
0.446
MAE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code
#10TiDE
0.451
MAE· 2023-04-17
Long-term Forecasting with TiDE: Time-series Dense Encoder Code
#11FiLMSOTA
0.456
MAE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#12SCINetSOTA
0.488
MAE· 2021-06-17
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Code
#13DLinear
0.551
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#14InformerSOTA
1.209
MAE· 2020-12-14
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Code
#15QuerySelector
1.3084
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#16Transformer
1.3668
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code