@inproceedings{chen-etal-2026-llm-agents, title = "{LLM} Agents for Time-Series: A Survey", author = "Chen, Yilong and Qin, Xiao and Liu, Chenghao and Wu, Liang and Samia, Noelle I. and Ding, Kaize", 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.367/", pages = "7687--7711", ISBN = "979-8-89176-462-0" }