Faculty

Email:jianguo.yao@sjtu.edu.cn
Institute:Institute of Scalable Computing
Brief Introduction
Research Directions: AI Chips and Intelligent Computing Systems, Virtualization and Cloud Systems
Education
Apr 2007 – Oct 2010 Joint Ph.D. Program McGill University and Northwestern Polytechnical University
Sep 2004 – Apr 2007 Master's Degree Northwestern Polytechnical University
Sep 2000 – Jul 2004 Bachelor's Degree Northwestern Polytechnical University
Professional Experience
Feb 2011 – Feb 2012 Joint Postdoctoral Fellow Polytechnique Montréal and McGill University
Mar 2012 – Present Lecturer / Associate Professor / Professor / Distinguished Professor Shanghai Jiao Tong University
Teaching Assignment
Software Testing (Undergraduate)
Real-time Systems and Scheduling (Graduate)
Publications
Chenpeng Wu, Qiqi Gu, Heng Shi, Jianguo Yao, Haibing Guan:Samoyeds: Accelerating MoE Models with Structured Sparsity Leveraging Sparse Tensor Cores. EuroSys 2025: 293-310
Liang Zhu, Jianguo Yao, Haibing Guan: SpaceFusion: Advanced Deep Learning Operator Fusion via Space-Mapping Graph. EuroSys 2025: 787-802
Hao Zhou, Qiukun Han, Heng Shi, Yalin Zhang, Jianguo Yao: Boost Linear Algebra Computation Performance via Efficient VNNI Utilization. ASPLOS (3) 2024: 149-163
Guoqing Bao, Heng Shi, Chengyi Cui, Yalin Zhang, Jianguo Yao: UFront: Toward A Unified MLIR Frontend for Deep Learning. ASE 2024: 255-26
Jianguo Yao, Hao Zhou, Yalin Zhang, Ying Li, Chuang Feng, Shi Chen, Jiaoyan Chen, Yongdong Wang, Qiaojuan Hu: High Performance and Power Efficient Accelerator for Cloud Inference. HPCA 2023: 1003-1016
Bo Peng, Yaozu Dong, Jianguo Yao, Fengguang Wu, Haibing Guan: FlexHM: A Practical System for Heterogeneous Memory with Flexible and Efficient Performance Optimizations. ACM Trans. Archit. Code Optim. 20(1): 13:1-13:26 (2023)
Bo Peng, Jianguo Yao, Yaozu Dong, Haibing Guan: MDev-NVMe: Mediated Pass-Through NVMe Virtualization Solution With Adaptive Polling. IEEE Trans. Computers 71(2): 251-265 (2022)
Jianguo Yao, Qiumin Lu, Xingyan Wang, Chao Wang, Hanyang Ma, Haibing Guan: SWVM: a light-weighted virtualization platform based on Sunway CPU architecture. Sci. China Inf. Sci. 65(6): 1-3 (2022)
Bo Peng, Ming Yang, Jianguo Yao, Haibing Guan: A Throughput-Oriented NVMe Storage Virtualization With Workload-Aware Management. IEEE Trans. Computers 70(12): 2112-2124 (2021)
Qiumin Lu, Jianguo Yao, Haibing Guan, Ping Gao: gQoS: A QoS-Oriented GPU Virtualization with Adaptive Capacity Sharing. IEEE Trans. Parallel Distrib. Syst. 31(4): 843-855 (2020)
Project Fund
Mar 2023 – Feb 2026 Computational Optimization and New Hardware Empowerment, Project of the National Key R&D Program of China
Oct 2022 – Sep 2025 Ultra-large-scale Neuromorphic Computer Operating System, Subproject of the National Key R&D Program of China
May 2018 – Apr 2021 Virtual Machine Construction, Scheduling, and Management Technologies for Domestic Processors, Project of the National Key R&D Program of China
Nov 2019 – Nov 2021 Key Technologies for Intelligent Manufacturing – Network and Platform, Ministry of Education - China Mobile Research Fund
Jan 2016 – Dec 2019 Research on Multi-resource Coordination and Autonomous Allocation Methods for Software-Defined Data Centers, General Program of the National Natural Science Foundation of China
Awards
Second Prize of National Technological Invention Award (2023)
CCF First Prize of Scientific and Technological Progress (2023)
Second Prize of National Teaching Achievement Award (2022)
Special Prize of Shanghai Teaching Achievement Award (2022)
First Prize of Wu Wenjun Artificial Intelligence Science and Technology Award (Chip Project) (2022)
Youth Science and Technology Talent Award of Shanghai Computer Federation (2021)
First Prize of Shanghai Technological Invention Award (2019)
First Prize of Technological Invention Award of the Ministry of Education (2018)
Chenxing Young Scholar Associate Professor (Class A) of Shanghai Jiao Tong University (2017)
Humboldt Research Fellowship for Experienced Researchers (Germany) (2015)
Academic Service
Program Committee Member: DAC (2022-2023), INFOCOM (2020-2023), etc.