Time Series Analysis on ETTh1 (96) Multivariate

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	SegRNN	0.376	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
2	xPatch	0.379	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
3	PatchMixer	0.381	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
4	LTBoost (drop_last=false)	0.382	No	-	-	Code
5	PRformer	0.383	No	PRformer: Pyramidal Recurrent Transformer for Mu...	2024-08-20	Code
6	RLinear	0.391	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
7	TEFN	0.391	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code
8	FiLM	0.394	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
9	TSMixer	0.398	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
10	TiDE	0.398	No	Long-term Forecasting with TiDE: Time-series Den...	2023-04-17	Code
11	TSMixer	0.398	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
12	PatchTST/64	0.4	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code

#1SegRNNSOTA
0.376
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#2xPatch
0.379
MAE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#3PatchMixer
0.381
MAE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#4LTBoost (drop_last=false)
0.382
MAE
No paperCode
#5PRformer
0.383
MAE· 2024-08-20
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting Code
#6RLinearSOTA
0.391
MAE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#7TEFN
0.391
MAE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code
#8FiLMSOTA
0.394
MAE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#9TSMixer
0.398
MAE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#10TiDE
0.398
MAE· 2023-04-17
Long-term Forecasting with TiDE: Time-series Dense Encoder Code
#11TSMixer
0.398
MAE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#12PatchTST/64
0.4
MAE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code