Time Series Analysis on ETTh1 (720) Multivariate

Metric: MSE (lower is better)

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#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	DiPE-Linear	0.409	No	Disentangled Interpretable Representation for Ef...	2024-11-26	Code
2	SparseTSF	0.426	No	SparseTSF: Modeling Long-term Time Series Foreca...	2024-05-02	Code
3	SegRNN	0.434	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
4	LTBoost (drop_last=false)	0.435	No	-	-	Code
5	NLinear	0.44	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
6	xPatch	0.442	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
7	RLinear	0.442	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
8	TSMixer	0.444	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
9	TSMixer	0.444	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
10	PatchMixer	0.445	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
11	PatchTST/64	0.447	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
12	MoLE-RLinear	0.449	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
13	TiDE	0.454	No	Long-term Forecasting with TiDE: Time-series Den...	2023-04-17	Code
14	FiLM	0.465	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
15	DLinear	0.472	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
16	TEFN	0.475	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code
17	PRformer	0.489	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
18	MoLE-DLinear	0.505	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
19	SCINet	0.544	No	SCINet: Time Series Modeling and Forecasting wit...	2021-06-17	Code
20	GLinear	0.5923	No	Bridging Simplicity and Sophistication using GLi...	2025-01-02	Code
21	Informer	0.941	No	Informer: Beyond Efficient Transformer for Long ...	2020-12-14	Code
22	Transformer	1.108	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
23	QuerySelector	1.115	No	Long-term series forecasting with Query Selector...	2021-07-19	Code

#1DiPE-LinearSOTA
0.409
MSE· 2024-11-26
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Code
#2SparseTSFSOTA
0.426
MSE· 2024-05-02
SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters Code
#3SegRNNSOTA
0.434
MSE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#4LTBoost (drop_last=false)
0.435
MSE
No paperCode
#5NLinearSOTA
0.44
MSE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#6xPatch
0.442
MSE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#7RLinear
0.442
MSE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#8TSMixer
0.444
MSE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#9TSMixer
0.444
MSE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#10PatchMixer
0.445
MSE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#11PatchTST/64
0.447
MSE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#12MoLE-RLinear
0.449
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#13TiDE
0.454
MSE· 2023-04-17
Long-term Forecasting with TiDE: Time-series Dense Encoder Code
#14FiLMSOTA
0.465
MSE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#15DLinear
0.472
MSE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#16TEFN
0.475
MSE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code
#17PRformer
0.489
MSE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#18MoLE-DLinear
0.505
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#19SCINetSOTA
0.544
MSE· 2021-06-17
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Code
#20GLinear
0.5923
MSE· 2025-01-02
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction Code
#21InformerSOTA
0.941
MSE· 2020-12-14
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Code
#22Transformer
1.108
MSE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#23QuerySelector
1.115
MSE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code