@inproceedings{meng-etal-2026-latentevolve, title = "{L}atent{E}volve: Self-Evolving Test-Time Scaling in Latent Space", author = "Meng, Fanci and Zhang, Guibin and Li, Zherui and Wang, Kun and Yin, Zhenfei and Yan, Shuicheng", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.1263/", pages = "28780--28800", ISBN = "979-8-89176-459-0" }