Time Series Forecasting on ETTh1 (192) Multivariate

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	PatchMixer	0.394	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
2	xPatch	0.395	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
3	SCNN	0.398	No	Disentangling Structured Components: Towards Ada...	2023-05-22	Code
4	SegRNN	0.402	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
5	LTBoost (drop_last=false)	0.406	No	-	-	Code
6	PRformer	0.41	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
7	RLinear	0.412	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
8	NLinear	0.415	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
9	DLinear	0.416	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
10	TSMixer	0.418	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
11	TSMixer	0.418	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
12	TEFN	0.419	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code
13	TiDE	0.422	No	Long-term Forecasting with TiDE: Time-series Den...	2023-04-17	Code
14	FiLM	0.423	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
15	PatchTST/64	0.429	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code

#1PatchMixerSOTA
0.394
MAE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#2xPatch
0.395
MAE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#3SCNNSOTA
0.398
MAE· 2023-05-22
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting Code
#4SegRNN
0.402
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#5LTBoost (drop_last=false)
0.406
MAE
No paperCode
#6PRformer
0.41
MAE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#7RLinearSOTA
0.412
MAE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#8NLinearSOTA
0.415
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#9DLinearSOTA
0.416
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#10TSMixer
0.418
MAE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#11TSMixer
0.418
MAE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#12TEFN
0.419
MAE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code
#13TiDE
0.422
MAE· 2023-04-17
Long-term Forecasting with TiDE: Time-series Dense Encoder Code
#14FiLMSOTA
0.423
MAE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#15PatchTST/64
0.429
MAE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code