Dr. Mingzhe Zhang is an Associate Professor at the Institute of Information Engineering, Chinese Academy of Sciences (IIE, CAS). Before join the IIE CAS, he served as the Assistant Professor at Institute of Computing Technology, Chinese Academy of Sciences (ICT, CAS) from July 2018 to April 2021. Mingzhe graduated from ICT, CAS with Ph.D. degree in 2018, Inner Mongolia University with M.S. degree in 2013, and Nanjing University of Post and Telecommunications with B.E. in 2008. From 2015 to 2017, he was at the University of Chicago as the visiting scholarship, under the supervision of Prof. Frederic T. Chong.
For more information, please visit my homepage.
Research Interests
Computer Architecture: Micro-Architecture, NoC, Cache, Architecture Memory System, Processing-In-Memory, ORAM
Non-Volatile Memory: Phase Change Memory (PCM), Memristor, STT-RAM
System & Accelerator: CGRA, Mapping Scheme, Accelerator for Bioinformatics
Professional Experience
Apr 2021 - Now Associate Professor, Institute of Information Engineering, Chinese Academy of Sciences (IIE, CAS)
Jul 2018 - Apr 2021 Assistant Professor, Institute of Computing Technology, Chinese Academy of Sciences (ICT, CAS)
Jul 2008 - Sep 2009 Assistant Engineer, Institute of Software, Chinese Academy of Sciences (IS, CAS)
Selected Publications
* Corresponding Author
1. Shengyu Fan, Zhiwei Wang, Weizhi Xu, Rui Hou, Dan Meng, Mingzhe Zhang*. TensorFHE: Achieving Practical Computation on Encrypted Data Using GPGPU. HPCA 2023. (The state-of-the-art work of FHE acceleration based on single GPGPU.)
2. Yinghao Yang, Huaizhi Zhang, Shengyu Fan, Hang Lu, Mingzhe Zhang, Xiaowei Li. Poseidon: Practical Homomorphic Encryption Accelerator. HPCA 2023. (The state-of-the-art work of FHE acceleration based on single FPGA.)
3. Hang Lu, Liang Chang, Chenglong Li, Zixuan Zhu, Shengjian Lu, Yanhuan Liu, Mingzhe Zhang*. Distilling Bit-level Sparsity Parallelism for General Purpose Deep Learning Acceleration. MICRO 2021.
4. Dingyuan Cao, Mingzhe Zhang, Hang Lu, Xiaochun Ye, Dongrui Fan, Yuezhi Che, Rujia Wang: Streamline Ring ORAM Accesses through Spatial and Temporal Optimization. HPCA 2021.
5. Hang Lu, Mingzhe Zhang, Yinhe Han, Qi Wang, Huawei Li, Xiaowei Li: Architecting Effectual Computation for Machine Learning Accelerators. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 39(10). (TCAD)
6. Mingzhe Zhang, Lunkai Zhang, Lei Jiang, Frederic T. Chong, Zhiyong Liu: Quick-and-Dirty: An Architecture for High-Performance Temporary Short Writes in MLC PCM. IEEE Trans. Computers 68(9). (TC)
7. Farzaneh Zokaee, Mingzhe Zhang, Xiaochun Ye, Dongrui Fan, Lei Jiang: Magma: A Monolithic 3D Vertical Heterogeneous ReRAM-based Main Memory Architecture. DAC 2019.
8. Mingzhe Zhang, Lunkai Zhang, Lei Jiang, Zhiyong Liu, Frederic T. Chong: Balancing Performance and Lifetime of MLC PCM by Using a Region Retention Monitor. HPCA 2017.
9. Shaoli Liu, Tianshi Chen, Ling Li, Xi Li, Mingzhe Zhang, Chao Wang, Haibo Meng, Xuehai Zhou, Yunji Chen: FreeRider: Non-Local Adaptive Network-on-Chip Routing with Packet-Carried Propagation of Congestion Information. IEEE Trans. Parallel Distributed Syst. 26(8): 2272-2285 (2015). (TPDS)
Full Publication List: [Google Scholar] [DBLP]
Grants
2021–2023 Research on Phase-Chang Memory Optimization Technology for High- Throughput Application Scenarios, 240000 CNY, PI.
NSFC (Grant No. 62002339)
2020 - 2024 System Software Stack and Hardware Operator for Graph Computing based on Processing-In-Memory Architecture, 4680000 CNY, PI.
Sub Project of Strategic Priority Research Program (Type-B), Chinese Academy of Sci- ences: Frontier Sciences in Fundamental Devices and Systems for In-Memory Computing (XDB44000000)2020 - 2021 Optimization for Non-Volatile Memory based on Device Characteristics, 50000 CNY, PI.
Innovation Project of State Key Laboratory of Computer Architecture2018 - 2019 Acceleration for Graph Computing based on Processing-In-Memory Architec- ture, 400000 CNY, Co-PI (PI: Prof. Xiaochun Ye).
Sub Project of Strategic Priority Research Program (Incubation Project), Chinese Academy of Sciences: The Frontier Science and Technology for Storage-Driven Computing (XDPB12)
Services
Conference Organization Committee
- Session Chair, The 17th Annual IFIP International Conference on Network and Parallel Computing (NPC), 2020
- Session Chair, International Conference on Networking, Architecture, and Storage (NAS), 2019
- Session Chair, IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA), 2019
Conference Technical Program Committee
- 29th IEEE International Symposium on High-Performance Computer Architecture (HPCA 2023)
- 55th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO 2022)
- 49th Annual IEEE/ACM International Symposium on Computer Architecture (ISCA 2022)
- IEEE International Conference on Computer Design (ICCD), 2021-2022
- IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA), 2019-2022
- IEEE International Conference on Parallel and Distributed Systems (ICPADS), 2021
- The 17th Annual IFIP International Conference on Network and Parallel Computing (NPC), 2020
- International Conference on Networking, Architecture, and Storage (NAS), 2019
Journal Reviewer
- IEEE Transactions on Computers (TOC)
- IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems
(TCAD)
- IEEE Transactions on VLSI (TVLSI)
- ACM Transactions on Design Automation of Electronic Systems (ACM TODAES)
- ACM Transactions on Embedded Computing Systems (TECS)
- ACM Computing Surveys
- IEEE Micro
- Journal of Computer Science and Technology (JCST)
- Journal of Communications and Networks (JCN)
- Journal of Computer Research and Development (CRAD)
Students
现指导学生
邓煜 硕士研究生 085400-电子信息
杨子豪 硕士研究生 081201-计算机系统结构
田卓钰 硕士研究生 081201-计算机系统结构
Honors & Distinctions
2023 ACM ChinaSys Raising Star Award.
2020 Alibaba-CCF TCIST Outstanding Paper Award.
2019 Runner-up of CCF Outstanding PhD Thesis Award. (The only selected candidate
for computer architecture related.).
2017 National Scholarship for Outstanding PhD Student.
2017 Outstanding Student of University of Chinese Academy of Sciences.
2015 National Scholarship for Studying Abroad.
2015 Outstanding Student of University of Chinese Academy of Sciences.
2012 Excellent Presentation Award of 2nd Ph.D Forum of Micro-electronic in Beijing.
2012 Outstanding Student of State Key Laboratory of Computer Architecture, ICT, CAS.
2011 Outstanding Student of State Key Laboratory of Computer Architecture, ICT, CAS.