OpenCodePapers

time-series-forecasting-on-weather-192

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEAccuracyModelNameReleaseDate
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting✓ Link0.1860.227SegRNN2023-08-22
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.187DiPE-Linear2024-11-26
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting✓ Link0.188SCNN2023-05-22
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.188PRformer2024-08-20
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.1890.227xPatch2024-12-23
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.1890.235RLinear-CI2023-05-18
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.19MoLE-RMLP2023-12-11
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.1910.240TSMixer2023-06-14
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers✓ Link0.194PatchTST/642022-11-27
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.203MoLE-DLinear2023-12-11
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.2180.26RLinear2023-05-18
Are Transformers Effective for Time Series Forecasting?✓ Link0.22DLinear2022-05-26
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.2270.262TEFN2024-05-10
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