Xupeng Miao

Assistant Professor, Purdue University

Joined

May 2021

Names

Xupeng Miao (Preferred)

Emails

****@pku.edu.cn (Confirmed)

****@foxmail.com (Confirmed)

****@cmu.edu (Confirmed)

****@purdue.edu (Confirmed)

Personal Links

Career & Education History

Assistant Professor

Purdue University (purdue.edu)

2024 – Present

Postdoc

Carnegie Mellon University (cmu.edu)

2022 – 2024

PhD student

Peking University (pku.edu.cn)

2017 – 2022

Advisors, Relations & Conflicts

Postdoc Advisor

Zhihao Jia

2022 – 2024

Postdoc Advisor

Tianqi Chen

2022 – 2024

PhD Advisor

Bin Cui

2017 – 2022

Expertise

machine learning systems

2017 – 2022

data management

2017 – 2022

distributed computing

2017 – 2022

Publications

Demystifying Cost-Efficiency in LLM Serving over Heterogeneous GPUs
YOUHE JIANG, Fangcheng Fu, Xiaozhe Yao, Guoliang HE, Xupeng Miao, Ana Klimovic, Bin CUI, Binhang Yuan, Eiko Yoneki
- ICML 2025 poster
- Readers: Everyone
Spotserve: Serving generative large language models on preemptible instances
Xupeng Miao, Chunan Shi, Jiangfei Duan, Xiaoli Xi, Dahua Lin, Bin CUI, Zhihao Jia
- ASPLOS 24
- Readers: Everyone
SpecInfer: Accelerating Generative Large Language Model Serving with Tree-based Speculative Inference and Verification
Xupeng Miao, Gabriele Oliaro, Zhihao Zhang, Xinhao Cheng, Zeyu Wang, Zhengxin Zhang, Rae Ying Yee Wong, Alan Zhu, Lijie Yang, Xiaoxiang Shi, Chunan Shi, Zhuoming Chen, Daiyaan Arfeen, Reyna Abhyankar, Zhihao Jia
- ASPLOS 2024
- Readers: Everyone
Parcae: Proactive, Liveput-Optimized DNN Training on Preemptible Instances
Jiangfei Duan, Ziang Song, Xupeng Miao, Dahua Lin, Harry Xu, Minjia Zhang, Zhihao Jia
- NSDI'24
- Readers: Everyone
NetMoE: Accelerating MoE Training through Dynamic Sample Placement
Xinyi Liu, Yujie Wang, Fangcheng Fu, Xupeng Miao, Shenhan Zhu, Xiaonan Nie, Bin CUI
- ICLR 2025 Spotlight
- Readers: Everyone
LSH-MoE: Communication-efficient MoE Training via Locality-Sensitive Hashing
Xiaonan Nie, Qibin Liu, Fangcheng Fu, Shenhan Zhu, Xupeng Miao, Xiaoyang Li, Yang Zhang, Shouda Liu, Bin CUI
- NeurIPS 2024 poster
- Readers: Everyone
P2CG: a privacy preserving collaborative graph neural network training framework
Xupeng Miao, Wentao Zhang, Yuezihan Jiang, Fangcheng Fu, Yingxia Shao, Lei Chen, Yangyu Tao, Gang Cao, Bin Cui
- Published: 01 Jan 2023, Last Modified: 22 Jan 2024
- VLDB J. 2023
- Readers: Everyone
Model-enhanced Vector Index
Hailin Zhang, Yujing Wang, Qi Chen, Ruiheng Chang, Ting Zhang, Ziming Miao, Yingyan Hou, Yang Ding, Xupeng Miao, Haonan Wang, Bochen Pang, Yuefeng Zhan, Hao Sun, Weiwei Deng, Qi Zhang, Fan Yang, Xing Xie, Mao Yang, Bin CUI
- NeurIPS 2023 poster
- Readers: Everyone
Hetu: a highly efficient automatic parallel distributed deep learning system
Xupeng Miao, Xiaonan Nie, Hailin Zhang, Tong Zhao, Bin Cui
- Published: 01 Jan 2023, Last Modified: 13 May 2023
- Sci. China Inf. Sci. 2023
- Readers: Everyone
CALIP: Zero-Shot Enhancement of CLIP with Parameter-Free Attention
Ziyu Guo, Renrui Zhang, Longtian Qiu, Xianzheng Ma, Xupeng Miao, Xuming He, Bin Cui
- Published: 01 Jan 2023, Last Modified: 30 Sept 2023
- AAAI 2023
- Readers: Everyone

View all 58 publications

Co-Authors

View all 140 co-authors