Time Series Forecasting on ETTh2 (336) Multivariate

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	xPatch	0.36	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
2	PatchMixer	0.368	No	PatchMixer: A Patch-Mixing Architecture for Long...	2023-10-01	Code
3	SegRNN	0.374	No	SegRNN: Segment Recurrent Neural Network for Lon...	2023-08-22	Code
4	PatchTST/64	0.384	No	A Time Series is Worth 64 Words: Long-term Forec...	2022-11-27	Code
5	RLinear	0.386	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
6	NLinear	0.4	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
7	LTBoost (drop_last=false)	0.401	No	-	-	Code
8	TSMixer	0.401	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
9	TiDE	0.407	No	Long-term Forecasting with TiDE: Time-series Den...	2023-04-17	Code
10	SCINet	0.409	No	SCINet: Time Series Modeling and Forecasting wit...	2021-06-17	Code
11	FiLM	0.417	No	FiLM: Frequency improved Legendre Memory Model f...	2022-05-18	Code
12	TEFN	0.434	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code
13	DLinear	0.465	No	Are Transformers Effective for Time Series Forec...	2022-05-26	Code
14	Informer	1.035	No	Informer: Beyond Efficient Transformer for Long ...	2020-12-14	Code
15	QuerySelector	1.1859	No	Long-term series forecasting with Query Selector...	2021-07-19	Code
16	Transformer	1.2189	No	Long-term series forecasting with Query Selector...	2021-07-19	Code

#1xPatchSOTA
0.36
MAE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#2PatchMixerSOTA
0.368
MAE· 2023-10-01
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting Code
#3SegRNNSOTA
0.374
MAE· 2023-08-22
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting Code
#4PatchTST/64SOTA
0.384
MAE· 2022-11-27
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code
#5RLinear
0.386
MAE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#6NLinearSOTA
0.4
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#7LTBoost (drop_last=false)
0.401
MAE
No paperCode
#8TSMixer
0.401
MAE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#9TiDE
0.407
MAE· 2023-04-17
Long-term Forecasting with TiDE: Time-series Dense Encoder Code
#10SCINetSOTA
0.409
MAE· 2021-06-17
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Code
#11FiLM
0.417
MAE· 2022-05-18
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Code
#12TEFN
0.434
MAE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code
#13DLinear
0.465
MAE· 2022-05-26
Are Transformers Effective for Time Series Forecasting?Code
#14InformerSOTA
1.035
MAE· 2020-12-14
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Code
#15QuerySelector
1.1859
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code
#16Transformer
1.2189
MAE· 2021-07-19
Long-term series forecasting with Query Selector -- efficient model of sparse attention Code