@inproceedings{xia-etal-2025-sand, title = "{SAND}: Boosting {LLM} Agents with Self-Taught Action Deliberation", author = "Xia, Yu and Shen, Yiran Jenny and Wu, Junda and Yu, Tong and Kim, Sungchul and Rossi, Ryan A. and Yao, Lina and McAuley, Julian", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-main.152/", pages = "3062--3077", ISBN = "979-8-89176-332-6" }