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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