Time Series Analysis on ETTh1 (96) Multivariate

Metric: MSE (lower is better)

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#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	SegRNN	0.341	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
2	PatchMixer	0.353	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
3	xPatch	0.354	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
4	PRformer	0.354	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
5	PRformer	0.354	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
6	LTBoost (drop_last=false)	0.357	No	-	-	Code
7	MMFNet	0.359	No	MMFNet: Multi-Scale Frequency Masking Neural Net...	2024-10-02	Code
8	TTM	0.36	No	Tiny Time Mixers (TTMs): Fast Pre-trained Models...	2024-01-08	Code
9	RLinear	0.366	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
10	TSMixer	0.368	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
11	TSMixer	0.368	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
12	DiPE-Linear	0.369	No	Disentangled Interpretable Representation for Ef...	2024-11-26	Code
13	PatchTST/64	0.37	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
14	FiLM	0.371	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
15	TiDE	0.375	No	Long-term Forecasting with TiDE: Time-series Den...	2023-04-17	Code
16	MoLE-RLinear	0.375	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
17	MoLE-DLinear	0.377	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
18	TEFN	0.383	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code

#1SegRNNSOTA
0.341
MSE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#2PatchMixer
0.353
MSE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#3xPatch
0.354
MSE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#4PRformer
0.354
MSE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#5PRformer
0.354
MSE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#6LTBoost (drop_last=false)
0.357
MSE
No paperCode
#7MMFNet
0.359
MSE· 2024-10-02
MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting Code
#8TTM
0.36
MSE· 2024-01-08
Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series Code
#9RLinearSOTA
0.366
MSE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#10TSMixer
0.368
MSE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#11TSMixer
0.368
MSE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#12DiPE-Linear
0.369
MSE· 2024-11-26
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Code
#13PatchTST/64SOTA
0.37
MSE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#14FiLMSOTA
0.371
MSE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#15TiDE
0.375
MSE· 2023-04-17
Long-term Forecasting with TiDE: Time-series Dense Encoder Code
#16MoLE-RLinear
0.375
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#17MoLE-DLinear
0.377
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#18TEFN
0.383
MSE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code