@inproceedings{zheng-etal-2026-predict, title = "Can We Predict Before Executing Machine Learning Agents?", author = "Zheng, Jingsheng and Zhang, Jintian and Luo, Yujie and Mao, Yuren and Gao, Yunjun and Du, Lun and Chen, Huajun and Zhang, Ningyu", 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.182/", pages = "3941--3974", ISBN = "979-8-89176-390-6" }