@inproceedings{yao-etal-2026-timesage, title = "{T}ime{S}age-{EV}: A Live Benchmark for Agentic Time Series Analysis in Evolving Environments", author = "Yao, Qingren and Kong, Yaxuan and Nie, Yuqi and Li, Yichen and Zohren, Stefan and Vettoruzzo, Anna and Wen, Qingsong and Jin, Ming and Vanschoren, Joaquin", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.1113/", pages = "23542--23567", ISBN = "979-8-89176-462-0" }