@inproceedings{liu-etal-2025-cola,
    title = "{C}o{LA}: Compute-Efficient Pre-Training of {LLM}s via Low-Rank Activation",
    author = "Liu, Ziyue  and
      Zhang, Ruijie  and
      Wang, Zhengyang  and
      Yan, Mingsong  and
      Yang, Zi  and
      Hovland, Paul D.  and
      Nicolae, Bogdan  and
      Cappello, Franck  and
      Tang, Sui  and
      Zhang, Zheng",
    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.230/",
    pages = "4627--4645",
    ISBN = "979-8-89176-332-6"
}