ATFNet

Official implement of ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting

Model Architecture

Main Results

• Multi-variate long-term time series forecasting results on 8 datasets. The best results are in bold and the second best results are underlined.

• Forecasting Results Visualization

Acknowledgement

We acknowledge with great appreciation the significant contributions of the following GitHub repositories, which have provided invaluable code bases and datasets for our research.

• https://github.com/thuml/Time-Series-Library
• https://github.com/cure-lab/SCINet.
• https://github.com/aikunyi/FreTS.
• https://github.com/VEWOXIC/FITS
• https://github.com/microsoft/StemGNN/
• https://github.com/thuml/Autoformer.
• https://github.com/MAZiqing/FEDformer