@inproceedings{li-etal-2026-attention, title = "Is the Attention Matrix Really the Key to Self-Attention in Multivariate Long-Term Time Series Forecasting?", author = "Li, Xinyu and Chen, Kexi and Shen, Jiajie and Zheng, Ying and Lu, Hong and Zhao, Jin and Wang, Xin", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 1: Long Papers)", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.acl-long.853/", pages = "18757--18773", ISBN = "979-8-89176-390-6" }