@inproceedings{liu-etal-2026-costbench, title = "{C}ost{B}ench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for {LLM} Tool-Use Agents", author = "Liu, Jiayu and Qian, Cheng and Su, Zhaochen and Zong, Qing and Huang, Shijue and He, Bingxiang and Fung, Yi R.", 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.584/", pages = "12826--12858", ISBN = "979-8-89176-390-6" }