OpenCodePapers

time-series-forecasting-on-ettm1-336-1

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEModelNameReleaseDate
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting✓ Link0.3490.375LTBoost (drop_last=false)2024-10-21
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.3550.376xPatch2024-12-23
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.362PRformer2024-08-20
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.3650.385TSMixer2023-06-14
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.367DiPE-Linear2024-11-26
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.370.383RLinear2023-05-18
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.38MoLE-DLinear2023-12-11
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.4140.404TEFN2024-05-10