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DaoSword / Time-Series-Forecasting-and-Deep-Learning

Resources about time series forecasting and deep learning.
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Add paper #1

Closed 943fansi closed 1 year ago

943fansi commented 1 year ago
  1. Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting Code https://github.com/ddz16/Preformer
  2. WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Code https://github.com/choyi0521/WaveBound
  3. A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code https://github.com/yuqinie98/PatchTST
  4. N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting Code https://github.com/cchallu/n-hits
  5. ETSformer: Exponential Smoothing Transformers for Time-series Forecasting Code https://github.com/salesforce/ETSformer
  6. Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting Code https://github.com/Scaleformer/Scaleformer
DaoSword commented 1 year ago
  1. Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting Code https://github.com/ddz16/Preformer
  2. WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Code https://github.com/choyi0521/WaveBound
  3. A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Code https://github.com/yuqinie98/PatchTST
  4. N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting Code https://github.com/cchallu/n-hits
  5. ETSformer: Exponential Smoothing Transformers for Time-series Forecasting Code https://github.com/salesforce/ETSformer
  6. Scaleformer: Iterative Multi-scale Refining Transformers for Time Series Forecasting Code https://github.com/Scaleformer/Scaleformer

Hi @943fansi , thank you for providing me with these great papers! (especially some code link that not included in Arxiv yet) I have added all of them to the paper list.