@inproceedings{cai-etal-2026-caption, title = "Caption-once, Frames-on-Demand: Visual-Need Routing for Budget-Aware Agentic Long Video Understanding", author = "Cai, Weitong and Zhang, Hang and Huang, Yukai and Xie, Yiqiao and Gao, Shan and Deng, Jiankang and Xu, Songcen and Song, Jifei and Zhang, Zhensong", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.422/", pages = "9651--9676", ISBN = "979-8-89176-459-0" }