VTformer: a novel multiscale linear transformer forecaster with variate-temporal dependency for multivariate time series

Abstract Recently, the prosperity of linear models has raised questions about capturing the sequential capabilities of Transformer forecasters. Although the latest Transformer-based studies have alleviated some of these concerns, the limited information utilization still constrains the model’s compr...

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Bibliographic Details
Main Authors: Rui Dai, Zheng Wang, Jing Jie, Wanliang Wang, Qianlin Ye
Format: Article
Language:English
Published: Springer 2025-04-01
Series:Complex & Intelligent Systems
Subjects:
Online Access:https://doi.org/10.1007/s40747-025-01866-0
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