PAformer: Transformer with Learnable Period Detection and Periodic Attention for Multivariate Time Series

Meng Wan, Huan Hao, Yuxuan Bi, Jue Wang 0013, Qi Su, Fang Liu, Peng Shi 0006, Xueyan Wei, Yangang Wang, Shulong Wang, Helian Wu. PAformer: Transformer with Learnable Period Detection and Periodic Attention for Multivariate Time Series. In Tianqing Zhu, Wanlei Zhou 0001, Congcong Zhu, editors, Knowledge Science, Engineering and Management - 18th International Conference, KSEM 2025, Macao, China, August 4-7, 2025, Proceedings, Part II. Volume 15920 of Lecture Notes in Computer Science, pages 260-274, Springer, 2025. [doi]

Abstract

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