@inproceedings{song-etal-2026-mars, title = "{MARS}: Unleashing the Power of Speculative Decoding via Margin-Aware Verification", author = "Song, Jingwei and Wang, Xinyu and Wang, Hanbin and Lei, Xiaoxuan and Shi, Tianyu and Han, Shixin and Yang, Eric and Chang, Xiao-Wen and Ai, Lynn", 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.421/", pages = "8652--8663", ISBN = "979-8-89176-395-1" }