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Huazhong University of Science and Technology(华中科技大学)

2026-01-13 至 2026-01-13 共收录 1
2503.05096 2026-01-13 cs.CL

AdaSpec: Adaptive Speculative Decoding for Fast, SLO-Aware Large Language Model Serving

AdaSpec: 一种适应性推测解码用于快速、面向SLO的大型语言模型服务

Kaiyu Huang, Hao Wu, Zhubo Shi, Han Zou, Minchen Yu, Qingjiang Shi

机构 * Tongji University(同济大学) Shenzhen Research Institute of Big Data, The Chinese University of Hong Kong, Shenzhen(深圳大数据研究院,香港中文大学(深圳)) Huazhong University of Science and Technology(华中科技大学) School of Data Science, The Chinese University of Hong Kong, Shenzhen(数据科学学院,香港中文大学(深圳))

AI总结 AdaSpec通过动态调整推测策略,提高大型语言模型服务的响应速度和SLO满足度,实验显示性能提升达66%。

Comments This paper is accepted by ACM SoCC 2025

Journal ref In ACM Symposium on Cloud Computing (SoCC '25), November 19-21, 2025, Online, USA

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