OpenCodePapers

time-series-forecasting-on-ettm1-96-1

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEModelNameReleaseDate
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.2750.330xPatch2024-12-23
LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting✓ Link0.2770.330LTBoost (drop_last=false)2024-10-21
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.278PRformer2024-08-20
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.286MoLE-DLinear2023-12-11
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting✓ Link0.287SCNN2023-05-22
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.2910.346TSMixer2023-06-14
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.3010.342RLinear2023-05-18
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.309DiPE-Linear2024-11-26
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.3430.367TEFN2024-05-10
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