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
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