Time Series Forecasting On Etth2 720 1

Metrics

MSE

Results

Performance results of various models on this benchmark

		Paper Title	Repository
Transformer	3.1805	Long-term series forecasting with Query Selector -- efficient model of sparse attention
QuerySelector	3.0664	Long-term series forecasting with Query Selector -- efficient model of sparse attention
Informer	2.34	Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
MoLE-DLinear	0.605	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
DLinear	0.605	Are Transformers Effective for Time Series Forecasting?
SCINet	0.475	SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction
FiLM	0.439	FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting
TEFN	0.434	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
TiDE	0.419	Long-term Forecasting with TiDE: Time-series Dense Encoder
MoLE-RLinear	0.409	Mixture-of-Linear-Experts for Long-term Time Series Forecasting
LTBoost (drop_last=false)	0.407	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting	-
PRformer	0.396	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
TSMixer	0.395	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
NLinear	0.394	Are Transformers Effective for Time Series Forecasting?
SegRNN	0.394	SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting
PatchMixer	0.393	PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting
xPatch	0.384	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
PatchTST/64	0.379	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
DiPE-Linear	0.375	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
RLinear	0.372	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping

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Time Series Forecasting On Etth2 720 1

Metrics

Results