OpenCodePapers

time-series-forecasting-on-ettm2-192-1

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEMSEModelNameReleaseDate
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.2130.280xPatch2024-12-23
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.216DiPE-Linear2024-11-26
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.2190.29RLinear2023-05-18
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.2190.293TSMixer2023-06-14
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.219PRformer2024-08-20
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting✓ Link0.221SCNN2023-05-22
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.233MoLE-DLinear2023-12-11
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.3810.304TEFN2024-05-10
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting✓ Link0.2820.210LTBoost (drop_last=false)2024-10-21
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