Time Series Analysis on ETTh1 (720) Multivariate

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	SegRNN	0.447	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
2	LTBoost (drop_last=false)	0.449	No	-	-	Code
3	NLinear	0.453	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
4	RLinear	0.456	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
5	xPatch	0.459	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
6	PatchMixer	0.463	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
7	TEFN	0.464	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code
8	TiDE	0.465	No	Long-term Forecasting with TiDE: Time-series Den...	2023-04-17	Code
9	TSMixer	0.467	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
10	PatchTST/64	0.468	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
11	FiLM	0.472	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
12	DLinear	0.49	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
13	SCINet	0.527	No	SCINet: Time Series Modeling and Forecasting wit...	2021-06-17	Code
14	GLinear	0.5373	No	-	-	-
15	Informer	0.768	No	Informer: Beyond Efficient Transformer for Long ...	2020-12-14	Code
16	Transformer	0.8399	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
17	QuerySelector	0.8428	No	Long-term series forecasting with Query Selector...	2021-07-19	Code

#1SegRNNSOTA
0.447
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#2LTBoost (drop_last=false)
0.449
MAE
No paperCode
#3NLinearSOTA
0.453
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#4RLinear
0.456
MAE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#5xPatch
0.459
MAE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#6PatchMixer
0.463
MAE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#7TEFN
0.464
MAE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code
#8TiDE
0.465
MAE· 2023-04-17
Long-term Forecasting with TiDE: Time-series Dense Encoder Code
#9TSMixer
0.467
MAE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#10PatchTST/64
0.468
MAE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#11FiLMSOTA
0.472
MAE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#12DLinear
0.49
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#13SCINetSOTA
0.527
MAE· 2021-06-17
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Code
#14GLinear
0.5373
MAE
No paper
#15InformerSOTA
0.768
MAE· 2020-12-14
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Code
#16Transformer
0.8399
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#17QuerySelector
0.8428
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code