profile_picture
Jiacheng Zhao (赵家程)
Associate Professor, ICT, CAS
zhaojiacheng@ict.ac.cn

Dr. Jiacheng Zhao is an Associate Professor and Master Advisor at State Key Lab of Processors, Institute of Computing Technology, Chinese Academy of Sciences (SKLP, ICT-CAS). I obtained my Ph.d degree in July 2017 in ICT, CAS under the supervision of Professor Feng Xiaobing. I received my bachelor’s degree in computer science from Tianjin University in 2012.

Recently, my research focuses on building next-gen compiler infrastructure for domain specific accelerators, e.g. GPUs, AI Chips and network processors.

I’m looking for self-motivated students (Ph.D., M.S. and/or undergraduate students) to collaborate with me in the general area of compilers ranging from heterogeneous compiler construction and machine learning systems, to compiler assisted runtime systems. Send me an email if you are interested.

Interests

  • Compiler Construction
  • Heterogeneous Programming
  • Machine Learning Systems
  • Compiler Infrastructure for Domain Specific Architectures

Academia

Institute of Computing Technology, Chinese Academy of Sciences
2012 - 2017
Ph.D. Computer Architecture
Supervised by Prof. Xiaobing Feng. Awarded National Scholarship for Graduate Students of China (2013&2016), Special Prize of President Scholarship (Xia Peisu Scholarship), Pacemaker to Merit Student of Chinese Academy of Sciences
Tianjin University
2008 - 2012
B.Sc. Computer Science and Technology

News

Where good things happen
  • MikPoly accepted to ASPLOS 2024. Cheers! , Nov 2023.
  • Work on DNN training accepted to HPCA 2024. Cheers! , Oct 2023.
  • SOUFFLE accepted to ASPLOS 2024. Cheers! , July 2023.
  • Honeycomb accepted to OSDI 2023. Cheers! , May 2023.
  • Sirius accepted to MLSYS 2023. Cheers! , Feb 2023

Recent Publications

Reach me if the attached link fails
Optimizing Deep Learning Inference via Global Analysis and Tensor Expressions, 2024, 29th International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS 2024)
Chunwei Xia , Jiacheng Zhao* , Qianqi Sun , Zheng Wang , Yuan Wen , Teng Yu , Xiaobing Feng , Huimin Cui
Optimizing Dynamic-Shape Neural Networks on Accelerators via On-the-Fly Micro-Kernel Polymerization, 2024, 29th International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS 2024)
Feng Yu , Guangli Li , Jiacheng Zhao , Huimin Cui , Xiaobing Feng , Jingling Xue
Enabling Large Dynamic Neural Network Training with Learning-based Memory Management, 2024, 30th IEEE International Symposium on High-Performance Computer Architecture (HPCA 2024)
Jie Ren , Dong Xu , Shuangyan Yang , Jiacheng Zhao , Zhicheng Li , Christian Navasca , Chenxi Wang , Harry Xu , Dong Li
Honeycomb: Secure and Efficient GPU Executions via Static Validation, 2023, 7th USENIX Symposium on Operating Systems Design and Implementation (OSDI 23)
Haohui Mai , Jiacheng Zhao* , Hongren Zheng , Yiyang Zhao , Zibin Liu , Mingyu Gao , Cong Wang , Huimin Cui , Xiaobing Feng , Christos Kozyrakis
pdf
Sirius: Harvesting Whole-Program Optimization Opportunities for DNNs, 2023, Sixth Conference on Machine Learning and Systems (MLSYS)
Yijin Li , Jiacheng Zhao , Qianqi Sun , Haohui Mai , Lei Chen , Wanlu Cao , Yanfan Chen , Zhicheng Li , Ying Liu , Xinyuan Zhang , Xiyu Shi , Jie Zhao , Jingling Xue , Huimin Cui , Xiaobing Feng
pdf
PosFuzz: Augmenting Greybox Fuzzing with Effective Position Distribution, 2023, Cybersecurity
Yanyan Zou , Wei Huo , Jiacheng Zhao , Yu Zhang , Ji Shi , Wei Zou
Unified holistic memory management supporting multiple big data processing frameworks over hybrid memories, 2022, ACM Transactions on Computer Systems
Lei Chen , Jiacheng Zhao* , Chenxi Wang , Ting Cao , John Zigman , Haris Volos , Onur Mutlu , Fang Lv , Xiaobing Feng , Guoqing Harry Xu , Huimin Cui
pdf
VTensor: Using Virtual Tensors to Build a Layout-Oblivious AI Programming Framework (Full Version), 2022, Journal of Computer Science and Technology
Feng Yu , Jiacheng Zhao , Huimin Cui , Xiaobing Feng , Jingling Xue
pdf
VTensor: Using Virtual Tensors to Build a Layout-Oblivious AI Programming Framework (Poster Version), 2020, PACT '20: Proceedings of the ACM International Conference on Parallel Architectures and Compilation Techniques
Feng Yu , Jiacheng Zhao , Huimin Cui , Xiaobing Feng , Jingling Xue
pdf
DNNTune: Automatic benchmarking DNN models for mobile-cloud computing, 2019, ACM Transactions on Architecture and Code Optimization
Chunwei Xia , Jiacheng Zhao* , Huimin Cui , Xiaobing Feng , Jingling Xue
code pdf
On retargeting the ai programming framework to new hardwares, 2018, Network and Parallel Computing: 15th IFIP WG 10.3 International Conference, NPC 2018
Jiacheng Zhao , Yisong Chang , Denghui Li , Chunwei Xia , Huimin Cui , Ke Zhang , Xiaobing Feng
pdf
Characterizing DNN models for edge-cloud computing (Poster), 2018, 2018 IEEE International Symposium on Workload Characterization (IISWC)
Chunwei Xia , Jiacheng Zhao , Huimin Cui , Xiaobing Feng
pdf
Revisiting loop tiling for datacenters: live and let live, 2018, ICS '18: Proceedings of the 2018 International Conference on Supercomputing
Jiacheng Zhao , Huimin Cui , Yalin Zhang , Jingling Xue , Xiaobing Feng
pdf
Predicting cross-core performance interference on multicore processors with regression analysis, 2016, IEEE Transactions on Parallel and Distributed Systems
Jiacheng Zhao , Huimin Cui , Jingling Xue , Xiaobing Feng
pdf
Hadoop+: Modeling and Evaluating the Heterogeneity for MapReduce Applications in Heterogeneous Clusters, 2015, Proceedings of the 29th ACM on International Conference on Supercomputing (ICS)
Wenting He , Huimin Cui , Binbin Lu , Jiacheng Zhao , Shengmei Li , Gong Ruan , Jingling Xue , Xiaobing Feng , Wensen Yang , Youliang Yan
pdf
An empirical model for predicting cross-core performance interference on multicore processors, 2013, Proceedings of the 22nd international conference on Parallel architectures and compilation techniques (PACT)
Jiacheng Zhao , Xiaobing Feng , Huimin Cui , Youliang Yan , Jingling Xue , Wensen Yang
pdf

Projects

Engineering real compiler systems
CVM: Building unified compiler Infrastructure for domain specific architectures, sponsored by NSFC
Redesigning programming language for Ascend AI chips, sponsored by Huawei
Building AI-native programming language and multi level optimizations, sponsored by China National Key R&D Program