Siyuan Feng
Assistant Professor助理教授
Shanghai Innovation Institute上海创智学院
I'm an assistant professor at Shanghai Innovation Institute. My research interests include distributed machine learning system and machine learning compiler. I'm serving as Apache Software Foundation Member and member of Apache TVM Program Management Committee (PMC). My work focuses on developing efficient compilation and optimization techniques for machine learning systems, accelerating the development and deployment of emerging models on emerging platforms.
我是上海创智学院助理教授。 我的研究方向包括分布式机器学习系统和机器学习编译器。 我同时是 Apache Software Foundation Member 和 Apache TVM Program Management Committee (PMC) 成员。 我的工作关注机器学习系统中的高效编译与优化技术,推动新兴模型在新兴平台上的开发与部署。
I got my Ph.D. degree at Shanghai Jiao Tong University, majored in Computer Science. I was a member of APEX Lab, advised by Prof. Weinan Zhang and Prof. Yong Yu, closely collaborating with Tianqi Chen via open-source community.
我在上海交通大学获得计算机科学博士学位,曾是 APEX Lab 成员,导师为张伟楠教授和俞勇教授,并通过开源社区与陈天奇长期紧密合作。
Latest Updates最新动态
I'm looking for self-motivated Ph.D. students who like coding and have interests in(distributed) machine learning system and AI infrastructure. Prospective students should have strong programming skills and genuine passion for systems research. Feel free to contact me via email with your CV and research interests if you are interested. 我正在招收对(分布式)机器学习系统和 AI 基础设施感兴趣、具有自驱力的博士生。 申请者应具备扎实的编程能力,并对系统研究有真正的热情。如果你感兴趣,欢迎通过邮件联系我, 并附上简历和研究兴趣。
Highlights精选内容
Recent Publications近期论文
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Nex-N1: Agentic Models Trained via a Unified Ecosystem for Large-Scale Environment Construction
Preprint, 2025 -
ReSpec: Towards Optimizing Speculative Decoding in Reinforcement Learning Systems
Preprint, 2025 -
Expert-as-a-Service: Towards Efficient, Scalable, and Robust Large-scale MoE Serving
Preprint, 2025
Featured Projects精选
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Apache TVM
Open Machine Learning Compiler Framework.开放的机器学习编译器框架。 -
MLC-LLM
Universal LLM Deployment Engine with ML Compilation.基于机器学习编译的通用大语言模型部署引擎。 -
PyPTO
PyPTO: Parallel Tensor/Tile Operation Programming Paradigm.PyPTO:面向并行张量/Tile 操作的编程范式。 -
Nex-N1
Agentic Models Trained via a Unified Ecosystem for Large-Scale Environment Construction.基于统一大规模环境构建生态训练的智能体模型。
Recent Talks近期报告
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PTO: Ascend-Native Tile Programming Ecosystem
HUAWEI Strategy and Technology Workshop (STW) 2026, May 2026华为战略与技术研讨会 (STW) 2026,2026年05月 -
TVM-FFI: Open ABI and FFI for Machine Learning Systems
The 8-th AI Compiler Meetup, Dec 2025第八届 AI 编译器 Meetup,2025年12月 -
PyPTO: Tile 编程与白盒编译
Open Source Summit @ HUAWEI, Dec 2025华为星空开源大会,2025年12月