@inproceedings{ma-etal-2026-echo,
    title = "{ECHO}: Early-layer Collaborative Hierarchical Orchestration with Bonus Logits in Speculative Decoding",
    author = "Ma, Ziyang  and
      Zhang, Zihong  and
      Li, Zuchao  and
      Zhang, Lefei  and
      Qi, Baoyuan  and
      Li, Siqi  and
      Yu, Simin",
    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.177/",
    pages = "4047--4067",
    ISBN = "979-8-89176-459-0"
}