Time Series Analysis on ETTh1 (720) Multivariate

Metric: MSE (lower is better)

LeaderboardDataset

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Results

#	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