Time Series Forecasting on ETTm1 (336) Multivariate

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Extra Data	Paper	Date↕	Code
1	LTBoost (drop_last=false)	0.375	No	-	-	Code
2	xPatch	0.376	No	xPatch: Dual-Stream Time Series Forecasting with...	2024-12-23	Code
3	RLinear	0.383	No	Revisiting Long-term Time Series Forecasting: An...	2023-05-18	Code
4	TSMixer	0.385	No	TSMixer: Lightweight MLP-Mixer Model for Multiva...	2023-06-14	Code
5	TEFN	0.404	No	Time Evidence Fusion Network: Multi-source View ...	2024-05-10	Code

#1LTBoost (drop_last=false)
0.375
MAE
No paperCode
#2xPatchSOTA
0.376
MAE· 2024-12-23
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition Code
#3RLinearSOTA
0.383
MAE· 2023-05-18
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Code
#4TSMixer
0.385
MAE· 2023-06-14
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting Code
#5TEFN
0.404
MAE· 2024-05-10
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting Code