Time Series Analysis on ETTh1 (192) Multivariate

Metric: MSE (lower is better)

LeaderboardDataset

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Results

#	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