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Time Series Forecasting On Etth2 336 1

Metrics

MAE
MSE

Results

Performance results of various models on this benchmark

Paper Title
Transformer1.21892.6617Long-term series forecasting with Query Selector -- efficient model of sparse attention
QuerySelector1.18592.3168Long-term series forecasting with Query Selector -- efficient model of sparse attention
Informer1.0351.665Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
DLinear0.4650.448Are Transformers Effective for Time Series Forecasting?
TEFN0.4340.423Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting
MoLE-DLinear-0.419Mixture-of-Linear-Experts for Long-term Time Series Forecasting
FiLM0.4170.377FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting
MoLE-RLinear-0.371Mixture-of-Linear-Experts for Long-term Time Series Forecasting
SCINet0.4090.365SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction
PRformer-0.361PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting
TiDE0.4070.36Long-term Forecasting with TiDE: Time-series Dense Encoder
NLinear0.40.357Are Transformers Effective for Time Series Forecasting?
TSMixer0.4010.357TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting
LTBoost (drop_last=false)0.4010.355LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting
DiPE-Linear-0.35Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting
PatchTST/640.3840.329A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
SegRNN0.3740.325SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting
RLinear0.3860.325Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping
PatchMixer0.3680.317PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting
xPatch0.3600.312xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition
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Time Series Forecasting On Etth2 336 1 | SOTA | HyperAI