Memory-Efficient Batching for Time Series Transformer Training: A Systematic Evaluation

Transformer-based time series models are being increasingly employed for time series data analysis. However, their training remains memory intensive, especially with high-dimensional data and extended look-back windows, while model-level memory optimizations are well studied, the batch formation pro...

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Bibliographic Details
Main Authors: Phanwadee Sinthong, Nam Nguyen, Vijay Ekambaram, Arindam Jati, Jayant Kalagnanam, Peeravit Koad
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Algorithms
Subjects:
Online Access:https://www.mdpi.com/1999-4893/18/6/350
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