@inproceedings{jin-tan-2026-hi, title = "Hi-{ZFO}: Hierarchical Zeroth- and First-Order {LLM} Fine-Tuning via Importance-Guided Tensor Selection", author = "Jin, Feihu and Tan, Ying", 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.239/", pages = "4862--4876", ISBN = "979-8-89176-395-1" }