Time Series Analysis on ETTh1 (192) Multivariate

Metric: MSE (lower is better)

LeaderboardDataset

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#	Model↕	MSE▲	Extra Data	Paper	Date↕	Code
1	PatchMixer	0.373	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
2	xPatch	0.376	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
3	SCNN	0.379	No	Disentangling Structured Components: Towards Ada...	2023-05-22	Code
4	SegRNN	0.385	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
5	LTBoost (drop_last=false)	0.396	No	-	-	Code
6	MMFNet	0.396	No	MMFNet: Multi-Scale Frequency Masking Neural Net...	2024-10-02	Code
7	PRformer	0.397	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
8	PRformer	0.397	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
9	TSMixer	0.399	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
10	TSMixer	0.399	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
11	MoLE-RLinear	0.403	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code
12	RLinear	0.404	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
13	DLinear	0.405	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
14	DiPE-Linear	0.407	No	Disentangled Interpretable Representation for Ef...	2024-11-26	Code
15	NLinear	0.408	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
16	TiDE	0.412	No	Long-term Forecasting with TiDE: Time-series Den...	2023-04-17	Code
17	PatchTST/64	0.413	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
18	FiLM	0.414	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
19	TEFN	0.433	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code
20	MoLE-DLinear	0.453	No	Mixture-of-Linear-Experts for Long-term Time Ser...	2023-12-11	Code

#1PatchMixerSOTA
0.373
MSE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#2xPatch
0.376
MSE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#3SCNNSOTA
0.379
MSE· 2023-05-22
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting Code
#4SegRNN
0.385
MSE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#5LTBoost (drop_last=false)
0.396
MSE
No paperCode
#6MMFNet
0.396
MSE· 2024-10-02
MMFNet: Multi-Scale Frequency Masking Neural Network for Multivariate Time Series Forecasting Code
#7PRformer
0.397
MSE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#8PRformer
0.397
MSE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#9TSMixer
0.399
MSE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#10TSMixer
0.399
MSE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#11MoLE-RLinear
0.403
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code
#12RLinearSOTA
0.404
MSE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#13DLinearSOTA
0.405
MSE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#14DiPE-Linear
0.407
MSE· 2024-11-26
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting Code
#15NLinearSOTA
0.408
MSE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#16TiDE
0.412
MSE· 2023-04-17
Long-term Forecasting with TiDE: Time-series Dense Encoder Code
#17PatchTST/64
0.413
MSE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#18FiLMSOTA
0.414
MSE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#19TEFN
0.433
MSE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code
#20MoLE-DLinear
0.453
MSE· 2023-12-11
Mixture-of-Linear-Experts for Long-term Time Series Forecasting Code