@inproceedings{acikgoz-etal-2026-tt, title = "{TT}-{SI}: Self-Improving {LLM} Agents with Test-Time Training", author = {Acikgoz, Emre Can and Qian, Cheng and Ji, Heng and Hakkani-T{\"u}r, Dilek and Tur, Gokhan}, editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-acl.462/", pages = "9483--9508", ISBN = "979-8-89176-395-1" }