@inproceedings{su-etal-2026-mistake, title = "Mistake Notebook Learning: Batch-Clustered Failures for Training-Free Agent Adaptation", author = "Su, Xuanbo and Zhang, Yingfang and Luo, Hao and Liu, Xiaoteng and Huang, Leo", 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://preview.aclanthology.org/ingest-acl/2026.findings-acl.719/", pages = "14629--14645", ISBN = "979-8-89176-395-1" }