https://github.com/Joeland4/FSatten-SOatten

Code and logs for Paper：Revisiting Attention for Multivariate Time Series Forecasting
https://github.com/Joeland4/FSatten-SOatten

Last synced: 12 months ago
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Code and logs for Paper：Revisiting Attention for Multivariate Time Series Forecasting

• Host: GitHub
• URL: https://github.com/Joeland4/FSatten-SOatten
• Owner: Joeland4
• License: apache-2.0
• Created: 2024-07-18T02:14:15.000Z (almost 2 years ago)
• Default Branch: main
• Last Pushed: 2024-07-29T10:11:53.000Z (almost 2 years ago)
• Last Synced: 2024-07-30T12:17:01.031Z (almost 2 years ago)
• Size: 427 KB
• Stars: 1
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

• StarryDivineSky - Joeland4/FSatten-SOatten - SOatten项目是论文“Revisiting Attention for Multivariate Time Series Forecasting”的代码和日志。该项目旨在改进多元时间序列预测中的注意力机制。它提出了两种新的注意力变体：FSatten和SOatten。FSatten通过频率选择来关注更重要的频率分量，SOatten则在空间维度上进行注意力分配，捕捉不同变量之间的依赖关系。项目包含复现论文实验结果所需的代码，方便研究者验证和扩展。该项目使用PyTorch实现，并提供了详细的实验设置和数据集信息。通过使用FSatten和SOatten，该项目在多元时间序列预测任务上取得了显著的性能提升，为相关研究提供了新的思路。该项目主要关注提升注意力的有效性，从而改善时间序列预测的准确性。 (时间序列 / 资源传输下载)

README

          
# FSatten-SOatten

Code and logs for Paper： Revisiting Attention for Multivariate Time Series Forecasting 

The code will be released soon.