@inproceedings{liu-etal-2026-stratprune, title = "{S}trat{P}rune: Cascade Stratum Pruning for Efficient Time Series Reasoning", author = "Liu, Chenghao and Liu, Qian and Mahanti, Aniket and Wang, Alex Xing and Yi, Jingwei and Fan, Wei", 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.807/", pages = "18796--18813", ISBN = "979-8-89176-459-0" }