Qiushi Li's Homepage 李秋实的主页

Biography

I am currently a postdoctoral fellow in the Department of Computer Science and Technology at Tsinghua University. I also received my Ph.D. in Computer Science and Technology at Tsinghua University. Prior to this, I obtained my bachelor’s degree from University of Electronic Science and Technology of China. My research lies at secure machine learning, confidential computation and privacy-preserving computation. I am currently looking for faculty positions on the 2024 academic job market.

🔥 Students (招生): I am looking for intern, master and PhD students who are interested in the area of machine learning, security or other relevant and intersting topics. If interested, please contact me.

Contact

Email: lqs (at) tsinghua.edu.cn
Deprecated Email: ~~lqs17@mails.tsinghua.edu.cn~~

Publications [Google Scholar]

NDSS

You Can Use But Cannot Recognize: Preserving Visual Privacy in Deep Neural Networks

Qiushi Li, Yan Zhang, Ju Ren, Qi Li, Yaoxue Zhang

Network and Distributed System Security (NDSS) Symposium 2024.

DAC

Privacy-Preserving DNN Training with Prefetched Meta-Keys on Heterogeneous Neural Network Accelerators

Qiushi Li, Ju Ren, Yan Zhang, Chengru Song, Yiqiao Liao, Yaoxue Zhang

IEEE/ACM Design Automation Conference (DAC) 2023.

Oral

ICDCS

ENIGMA: Low-Latency and Privacy-Preserving Edge Inference on Heterogeneous Neural Network Accelerators

Qiushi Li, Ju Ren, Xinglin Pan, Yuezhi Zhou, Yaoxue Zhang

IEEE International Conference on Distributed Computing Systems (ICDCS) 2022.

Oral

ICC

Privacy-Preserving DNN Model Authorization against Model Theft and Feature Leakage

Qiushi Li, Ju Ren, Yuezhi Zhou, Yaoxue Zhang

IEEE International Conference on Communications (ICC) 2022.

Oral

ACM MM

InvisibleFL: Federated Learning over Non-Informative Intermediate Updates against Multimedia Privacy Leakages

Qiushi Li, Wenwu Zhu, Chao Wu, Xinglin Pan, Fan Yang, Yuezhi Zhou, Yaoxue Zhang

ACM International Conference on Multimedia (ACM MM) 2020.

Oral

TURC

Confidential Federated Learning for Heterogeneous Platforms against Client-Side Privacy Leakages

Qiushi Li, Yan Zhang

ACM Turing Award Celebration Conference - China (TURC) 2024.

TCC

Exploring Potential and Feasibility of Binary Code Sharing in Mobile Computing

Chao Wu, Lan Zhang, Zhenhua Li, Qiushi Li, Yaoxue Zhang

IEEE Transactions on Cloud Computing (TCC).

ICA3PP

Accelerating Low-End Edge Computing with Cross-Kernel Functionality Abstraction

Chao Wu, Yaoxue Zhang, Yuezhi Zhou, Qiushi Li

International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP).

Best Paper Award

TPDS

Enabling Flexible Resource Allocation in Mobile Deep Learning Systems

Chao Wu, Lan Zhang, Qiushi Li, Ziyan Fu, Wenwu Zhu, Yaoxue Zhang

IEEE Transactions on Parallel and Distributed Systems (TPDS).

ACM MM

Rethinking HTTP Adaptive Streaming with the Mobile User Perception

Chao Wu, Wenwu Zhu, Qiushi Li, Yaoxue Zhang

ACM International Conference on Multimedia (ACM MM) 2017.

INEC

Low-Frequency Oscillation Evaluation Modeling of Functional Brain Activity Potential

Yaoxian Li, Xin Dong, Qiushi Li (co-first author), Ting Li

IEEE International Nanoelectronics Conference (INEC) 2016.

Grants

[CPSF] Principal Investigator, China National Postdoctoral Program for Innovative Talents (博士后创新人才支持计划, 博新计划)
[NSFC] Principal Investigator, The Young Scientists Fund of the National Natural Science Foundation of China (国家自然科学基金青年科学基金项目)
[CPSF] Principal Investigator, The General Program of China Postdoctoral Science Foundation (中国博士后科学基金面上项目)
[Industry] Principal Investigator, Privacy-Preserving Machine Learning Framework R&D, Kuaishou Corperation and Research Project (快手联合研究项目)
[Industry] Co-Principal Investigator, Multi-Satellite Collaborative Intelligent Computing Key Technology R&D, Aerospace XXX Core R&D Project
[Industry] Co-Principal Investigator, Data Flow Constraints Privacy-Preserving Computation Technology R&D, China Mobile Research Institute R&D Project (中国移动研究院研究项目)
[Industry] Co-Principal Investigator, Advanced Trusted Execution Environment Technology R&D, Alibaba Corperation and Research Project (阿里巴巴联合研究项目)
[NSFC] Key Member, Research of Intelligent Computing Key Standards for Heterogeneous Devices, National Key R&D Program of China (国家重点研发计划)
[Industry] Key Member, Edge Intelligence Technology R&D in the Hotel and Travel Business, Tsinghua-Meituan Cooperation and Development Project (清华-美团技术合作开发项目)

Awards

[2023] ACM SIGBED China Doctoral Dissertation Award (ACM SIGBED中国优秀博士论文奖)
[2023] China Internet of Things Top-10 Science and Technology Progress Award (中国物联网十大科技进展奖)
[2022] Outstanding Graduate of Beijing (北京市优秀毕业生)
[2020] Tsinghua Visiting Fund Grant to University of Waterloo
[2020] Tsinghua University General Merit Scholarship
[2018] Best Paper Award in Springer ICA3PP
[2016] Meritorious Winner, Interdisciplinary Contest in Modeling
[2015] Silver Medal, International Collegiate Programming Contest (ICPC), Asia Regional

Services

[Review] IEEE Transactions on Mobile Computing (TMC)
[Review] IEEE Transactions on Information Forensics and Security (TIFS)
[Review] IEEE Transactions on Services Computing (TSC)
[Review] IEEE Transactions on Vehicular Technology (TVT)
[TPC] IEEE International Conference on Mobility, Sensing and Networking (IEEE MSN)
[TPC] IFIP International Conference on Network and Parallel Computing (IFIP NPC)
[TPC] IEEE/CIC International Conference on Communications in China (ICCC)

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