OpenCodePapers

time-series-forecasting-on-ettm1-192-1

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEAccuracyModelNameReleaseDate
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.3150.355xPatch2024-12-23
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting✓ Link0.3160.354LTBoost (drop_last=false)2024-10-21
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.324PRformer2024-08-20
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting✓ Link0.327SCNN2023-05-22
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.328MoLE-DLinear2023-12-11
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.3330.369TSMixer2023-06-14
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.3350.363RLinear2023-05-18
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.339DiPE-Linear2024-11-26
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.3810.383TEFN2024-05-10
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