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Zhou Cong

I'm a third-year Ph.D. candidate in Computer Science at Shanghai Jiao Tong University.

Github: cong258258
Email: cong258258@sjtu.edu.cn
Email: cong258258@outlook.com
Tel: +86 13122699848

About me

I'm a third-year Ph.D. candidate in Computer Science at Shanghai Jiao Tong University. I received my Bachelor's degree from the ACM Class, which is part of Zhiyuan Honor Program for top talented students at SJTU.

My research interests lies in Computer Systems. To be specific, I'm passionate about computer architecture, especially hardware accelerators, PIM architectures, HBM, etc. I'm current working on KV-store and LLM inference acceleration, utilizing novel hardwares like SmartNICs (NVIDIA Bluefield 3). Other areas in computer systems like networking ans operating systems are all new fields I would like to have a try on.

CV (English) CV (Chinese)

Skills

  • 90%
    SmartNICs and networking optimization
  • 80%
    Storage systems (PIM, HBM, Gem5 simulatior)
  • 90%
    Frontend development (HTML, CSS, jQuery)
  • 90%
    Full stack Web Service (Flask, Nginx, Mysql...)
  • 90%
    C++
  • 80%
    JavaScript, Python, Java, LATEX
  • 80%
    Windows & Linux

My Work and Research Experience.

Undergraduate Research Assistant at ACA lab, supervised by Prof. Li Jiang.

Participated in research projects on PIM (process-in-memory), building specific accelerators to optimize algorithms and data structures (point chasing in linked list, B+ tree, etc.) and optimizing certain memory-bound scenarios (memcpy/memset in cache, etc).

Intern at MSRA Shanghai Wireless Group, supervised by Prof. Lili Qiu, Assistant Managing Director of Microsoft Research Asia.

Participated in research projects on wireless bandwidth estimation (5G, Wi-Fi, Low-Earth Orbit Satellite Networks, etc).

Research Assistant at DDST lab, supervised by Prof. Linpeng Huang and Prof. Shengan Zheng.

I'm working on hardware-software co-design for KV-store and LLM inference acceleration.

SEPT. 2020 – JAN. 2021

CS152: C++ programming (B)

Teaching Assistant, TA team leader

JAN. 2021 – JUNE. 2021

CS1951 & CS0501H: Data Structure

Teaching Assistant, TA team leader of three classes

JUNE. 2021 – AUG. 2021

CS1952 & CS1956: Principle and Practice of Computer Algorithms

Teaching Assistant, TA team leader of two classes

SEP. 2021 – JAN. 2022

CS1953: C++ programming (A)

Teaching Assistant, TA team leader

During my four-semester experience as the TA group leader, I prepared numerous course projects, including a pipelined RISC-V simulator implemented in C++, an AI battle field game based on Monte Carlo, a railway ticket management system consisting of file-based data structures and web frontend, and STLite which is a naïve implementation of C++ STL, as well as taught useful algorithms from Information Olympics in class.

Projects, Awards and Publications

Competition

注意力算不队:KV Cache Reuse

Shu Shi, Huang Weiquan, Wang Guifeng, Zhou Cong

First Prize, Challenge Track, 3rd Massive Storage National College Student Information Storage Technology Competition by Huazhong University of Science and Technology (HUST), Jan. 2026

Competition

NIC-GPU-CPU Co-Infer (NGCoinfer): Collaborative Distributed LLM Inference Framework

Zhou Cong, Shu Shi, Li Jingxiang, Wang Yiyang, Huang Weiquan

Second Prize, 3rd Nvidia DPU Hackathon China, July. 2025

Textbook Authorship

Hands-On Data Structures and Algorithms (动手学数据结构与算法)

Yu Yong, Weng Huiyu, Fu Ling, Zhou Cong

Published by Posts & Telecom Press, 2024, ISBN: 9787115647801

Conference Paper

Marlin: I/O-Efficient Prefix KV Cache Retrieval for Long-Prefix LLM Serving

Published in Design Automation Conference (DAC), 2026

Conference Paper

Prism: Reducing Arithmetic for High-Recall Approximate Nearest Neighbor Search on Processing-in-Memory

Published in Design Automation Conference (DAC), 2026

Todo