Time Series Analysis on ETTh2 (192) Multivariate

Metric: MSE (lower is better)

LeaderboardDataset

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#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	PatchMixer	0.274	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
2	xPatch	0.275	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
3	RLinear	0.319	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
4	SegRNN	0.321	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
5	DiPE-Linear	0.325	No	Disentangled Interpretable Representation for Ef...	2024-11-26	Code
6	TSMixer	0.33	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
7	TiDE	0.332	No	Long-term Forecasting with TiDE: Time-series Den...	2023-04-17	Code
8	LTBoost (drop_last=false)	0.332	No	-	-	Code
9	PRformer	0.332	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
10	MoLE-RLinear	0.336	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
11	PatchTST/64	0.341	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
12	NLinear	0.344	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
13	FiLM	0.357	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
14	MoLE-DLinear	0.362	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
15	TEFN	0.375	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code
16	DLinear	0.383	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code

#1PatchMixerSOTA
0.274
MSE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#2xPatch
0.275
MSE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#3RLinearSOTA
0.319
MSE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#4SegRNN
0.321
MSE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#5DiPE-Linear
0.325
MSE· 2024-11-26
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Code
#6TSMixer
0.33
MSE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#7TiDESOTA
0.332
MSE· 2023-04-17
Long-term Forecasting with TiDE: Time-series Dense Encoder Code
#8LTBoost (drop_last=false)
0.332
MSE
No paperCode
#9PRformer
0.332
MSE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#10MoLE-RLinear
0.336
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#11PatchTST/64SOTA
0.341
MSE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#12NLinearSOTA
0.344
MSE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#13FiLMSOTA
0.357
MSE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#14MoLE-DLinear
0.362
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#15TEFN
0.375
MSE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code
#16DLinear
0.383
MSE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code