@inproceedings{wang-etal-2026-samem, title = "{SAM}em: State-Aware Memory as a Fine-Grained Memory for {LLM} Agents in Decision-Making", author = "Wang, Tong and Xu, Pei and Cao, Shiyue and Yang, Likun and Li, Daipeng and Jiao, Jianbin and Huang, Kaiqi", 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.722/", pages = "14691--14710", ISBN = "979-8-89176-395-1" }