Time Series Forecasting On Etth2 336 1

Metrics

MAE

MSE

Results

Performance results of various models on this benchmark

Model Name	MAE	MSE	Paper Title	Repository
DLinear	0.465	0.448	Are Transformers Effective for Time Series Forecasting?	-
Transformer	1.2189	2.6617	Long-term series forecasting with Query Selector -- efficient model of sparse attention	-
SegRNN	0.374	0.325	SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting	-
LTBoost (drop_last=false)	0.401	0.355	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
Informer	1.035	1.665	Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting	-
RLinear	0.386	0.325	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping	-
xPatch	0.360	0.312	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition	-
PatchTST/64	0.384	0.329	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers	-
NLinear	0.4	0.357	Are Transformers Effective for Time Series Forecasting?	-
TEFN	0.434	0.423	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting	-
MoLE-RLinear	-	0.371	Mixture-of-Linear-Experts for Long-term Time Series Forecasting	-
SCINet	0.409	0.365	SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction	-
MoLE-DLinear	-	0.419	Mixture-of-Linear-Experts for Long-term Time Series Forecasting	-
FiLM	0.417	0.377	FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting	-
DiPE-Linear	-	0.35	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting	-
PRformer	-	0.361	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting	-
TSMixer	0.401	0.357	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	-
QuerySelector	1.1859	2.3168	Long-term series forecasting with Query Selector -- efficient model of sparse attention	-
TiDE	0.407	0.36	Long-term Forecasting with TiDE: Time-series Dense Encoder	-
PatchMixer	0.368	0.317	PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting	-

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