FAITH: Frequency-domain Attention In Two Horizons for time series forecasting

Ruiqi Li, Maowei Jiang, Quangao Liu, Kai Wang, Kaiduo Feng, Yue Sun, Xiufang Zhou.

Knowledge-Based Systems, Volume 309, Article 112790, 2025.

Read the paper · Official code

FAITH models channel relationships and temporal information in the frequency domain, combining trend and seasonal components for time series forecasting.