Fourier-mixed window attention for efficient and robust long sequence time-series forecasting

We study a fast local-global window-based attention method to accelerate Informer for long sequence time-series forecasting (LSTF) in a robust manner. While window attention being local is a considerable computational saving, it lacks the ability to capture global token information which is compensa...

Full description

Saved in:
Bibliographic Details
Main Authors: Nhat Thanh Tran, Jack Xin
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-05-01
Series:Frontiers in Applied Mathematics and Statistics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fams.2025.1600136/full
Tags: Add Tag
No Tags, Be the first to tag this record!