OpenCodePapers

time-series-forecasting-on-weather-96

Time Series AnalysisTime Series Forecasting
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PaperCodeMSEMAEModelNameReleaseDate
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting✓ Link0.1420.181SegRNN2023-08-22
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting✓ Link0.142SCNN2023-05-22
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting✓ Link0.142DiPE-Linear2024-11-26
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting✓ Link0.144PRformer2024-08-20
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting✓ Link0.1460.197TSMixer2023-06-14
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.1460.194RLinear-CI2023-05-18
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition✓ Link0.1460.185xPatch2024-12-23
Mixture-of-Linear-Experts for Long-term Time Series Forecasting✓ Link0.147MoLE-DLinear2023-12-11
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers✓ Link0.149PatchTST/642022-11-27
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping✓ Link0.1750.225RLinear2023-05-18
Are Transformers Effective for Time Series Forecasting?✓ Link0.176DLinear2022-05-26
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting✓ Link0.1820.227TEFN2024-05-10
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