Exploring New Paradigms in Time Series Prediction by Integrating Computer Simulations and Machine Learning

Time series prediction is a challenging task that requires modeling complex temporal dependencies and structural priors. In this work, we propose a novel framework that fundamentally advances existing Transformer-based methods through the introduction of the Dynamic Temporal Attention Network (DTAN)...

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Bibliographic Details
Main Authors: Pengcheng Wu, Yan Shi, Pengfei Zhao, Zhengzhao Gu
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/11080428/
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