@inproceedings{huang-etal-2026-apb, title = "{APB}-{V}: Accelerating Long-Video Understanding via Sequence-Parallelism-aware Approximate Attention", author = "Huang, Yuxiang and Li, Mingye and Han, Xu and Xiao, Chaojun and Zhao, Weilin and Sun, Ao and Yuan, Ziqi and Zhou, Hao and Meng, Fandong and Liu, Zhiyuan", 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.90/", pages = "2010--2025", ISBN = "979-8-89176-390-6" }