Hi, I am
Tuo Shi, now a postdoctoral researcher at the Department of Computer Science, Aalto University, supervised by
Prof. Mario Di Francesco and
Prof. Bo Zhao. Previously, I was a postdoctoral researcher at the Department of Computer Science, City University of Hong Kong, supervised by
Prof. Jianping Wang. Before that, I was an associate research fellow at the College of Intelligence and Computing, Tianjin University. I received my PhD degree in Computer Science (in 2021) from the Massive Data Computing Lab, Harbin Institute of Technology, advised by
Prof. Jianzhong Li. I also worked as a visiting student at George Washington University from 2019 to 2020, advised by
Prof. Xiuzhen Cheng.
My research focuses on resource-efficient computing for intelligent systems across diverse hardware and system scales, ranging from highly constrained edge devices, through real-time autonomous platforms, to large-scale machine learning infrastructures.
I investigate how to deliver reliable intelligence through theoretical modeling and system design, addressing diverse efficiency and performance trade-offs across energy, latency, resource utilization, and scalability.
Preprint
Selected Conference Papers
- SAA'25EARL: Efficient Agentic Reinforcement Learning Systems for Large Language Models.
Workshop on Systems for Agentic AI, in conjunction with the ACM Symposium on Operating Systems Principles (SAA 2025)
Zheyue Tan, Mustapha Abdullahi, Tuo Shi, Huining Yuan, Zelai Xu, Chao Yu, Boxun Li, Bo Zhao
- INFOCOM'25Designing and Implementing AoI-Optimized Scheduling for Autonomous Driving Systems.
IEEE International Conference on Computer Communications (INFOCOM 2025)
Chen Tang, Tuo Shi, Qian Xu, Kui Wu, Nan Guan, Jen-Ming Wu, Jianping Wang
- INFOCOM'24Minimizing Latency for Multi-DNN Inference on Resource-Limited CPU-Only Edge Devices.
IEEE International Conference on Computer Communications (INFOCOM 2024)
Tao Wang, Tuo Shi, Xiulong Liu, Jianping Wang, Bin Liu, Yechao She
- ICDCS'22Query Recombination: To Process a Large Number of Concurrent Top-k Queries towards IoT Data on an Edge Server.
IEEE International Conference on Distributed Computing Systems (ICDCS 2022)
Tuo Shi, Zhipeng Cai, Yingshu Li
- ICDCS'19The energy-data dual coverage in battery-free sensor networks.
IEEE International Conference on Distributed Computing Systems (ICDCS 2019)
Tuo Shi, Zhipeng Cai, Jianzhong Li, Hong Gao
- INFOCOM'18Coverage in battery-free wireless sensor networks.
IEEE International Conference on Computer Communications (INFOCOM 2018)
Tuo Shi, Jianzhong Li, Hong Gao, Zhipeng Cai
- INFOCOM'17Constructing connected dominating sets in battery-free networks.
IEEE International Conference on Computer Communications (INFOCOM 2017)
Tuo Shi, Siyao Cheng, Jianzhong Li, Hong Gao, Zhipeng Cai
- INFOCOM'16Adaptive connected dominating set discovering algorithm in energy-harvest sensor networks.
IEEE International Conference on Computer Communications (INFOCOM 2016)
Tuo Shi, Siyao Cheng, Zhipeng Cai, Yingshu Li, Jianzhong Li
Selected Journal Papers
- TVT'24Enhancing the Safety of Autonomous Driving Systems Via AoI-Optimized Task Scheduling.
IEEE Transactions on Vehicular Technology (TVT 2024)
Tuo Shi, Qian Xu, Jianping Wang, Chenyuan Xu, Kui Wu, Kejie Lu, Chunming Qiao
- TMC'24An Efficient Processing Scheme for Concurrent Applications in the IoT Edge.
IEEE Transactions on Mobile Computing (TMC 2024)
Tuo Shi, Zhipeng Cai, Jianzhong Li, Hong Gao, Tie Qiu
- IOT-J'23Battery-Free Wireless Sensor Networks: A Comprehensive Survey.
IEEE Internet of Things Journal (IOT-J 2023)
Zhipeng Cai, Quan Chen, Tuo Shi, Tongxin Zhu, Kunyi Chen, Yingshu Li
- TNET'22Services Management and Distributed Multihop Requests Routing in Mobile Edge Networks.
IEEE/ACM Transactions on Networking (TNET 2022)
Tuo Shi, Zhipeng Cai, Jianzhong Li, Hong Gao, Jiancheng Chen, Ming Yang
- TOSN'21Joint Deployment Strategy of Battery-Free Sensor Networks with Coverage Guarantee.
ACM Transactions on Sensor Networks (TOSN 2021)
Tuo Shi, Zhipeng Cai, Jianzhong Li, Hong Gao
- IOT-J'20Distributed Query Processing in the Edge-Assisted IoT Data Monitoring System.
IEEE Internet of Things Journal (IOT-J 2020)
Zhipeng Cai, Tuo Shi
- TMC'20A novel framework for the coverage problem in battery-free wireless sensor networks.
IEEE Transactions on Mobile Computing (TMC 2020)
Tuo Shi, Jianzhong Li, Hong Gao, Zhipeng Cai
- TOSN'19Dominating sets construction in RF-based battery-free sensor networks with full coverage guarantee.
ACM Transactions on Sensor Networks (TOSN 2019)
Tuo Shi, Siyao Cheng, Jianzhong Li, Hong Gao, Zhipeng Cai
- IOT-J'18Task scheduling in deadline-aware mobile edge computing systems.
IEEE Internet of Things Journal (IOT-J 2018)
Tongxin Zhu, Tuo Shi, Jianzhong Li, Zhipeng Cai, Xun Zhou
- TNET'17Exploring connected dominating sets in energy harvest networks.
IEEE/ACM Transactions on Networking (TNET 2017)
Tuo Shi, Siyao Cheng, Jianzhong Li, Zhipeng Cai
TEACHING
- Fall 2024-2025. CS-E4780 Scalable Systems and Data Management, Aalto University. (Co-teacher)
- Fall 2022. Operating System. Tianjin University. (Teaching Assistant)
- Fall 2018. Database Management. Harbin Institute of Technology. (Teaching Assistant)
- Spring 2016-2017. Computational Complexity. Harbin Institute of Technology. (Teaching Assistant)
- Fall 2015. Data Structure. Harbin Institute of Technology. (Teaching Assistant)
- Spring 2014. Compiler Principles. Harbin Institute of Technology. (Teaching Assistant)
Student Supervision
- Master thesis project on "Observability in Machine Learning Systems Using eBPF", Mr. Ingi Þór Sigurðsson, January 2025-August 2025, Aalto University, Finland. (Co-Supervisor)
- Master thesis project on "Performances and Trade-offs between Real-Time and Micro-Batch Distributed Stream Processing Systems in Stateful and Stateless Processing", Mr. Binh Pham, December 2024-June 2025, Aalto University, Finland. (Co-Supervisor)
- Master thesis project on "Research on General DNN Inference Optimization Techniques for Resource-Constrained Edge Devices", Mr. Tao Wang, September 2022-June 2024, Tianjin University, China. (Supervisor) (The results have been published in IEEE INFOCOM 2024.)
FUNDINGS
- IoT Data Enhanced DNN Inference in Collaborative Edge Computing. CCF-Baidu Open Fund, PI, Aug. 2021 – Aug. 2022.
- Resources Allocation in Edge Servers for the Sensory Data Query. Young Scientists Fund of the National Natural Science Foundation of China, PI, Jan. 2023-Dec. 2025.
RESEARCH TALK
- May 2025: Invited Talk at Helsinki CS Theory Seminar. Machine Learning Task Processing Under Resource Constraints. Aalto University, Finland.
- August 2024: Invited talk at China Database Strategic Seminar Series. Task processing on Resource limited Edge networks. Virtual Event, China.
- November 2022: Invited talk at the International Conference on Advanced Cloud and Big Data. Service Placement and Task Processing in Edge Computing. China.
- July 2022: International Conference on Distributed Computing Systems (ICDCS). Query recombination: To process a large number of concurrent top-k queries towards IoT data on an edge server. Virtual Event, Bologna, Italy.
- July 2022: Invited talk at Young Scholars Forum on IoT Big Data Processing, Virtual Event, China.
- July 2019: International Conference on Distributed Computing Systems (ICDCS). The energy-data dual coverage in battery-free sensor networks. Dallas, USA.
- May 2018: IEEE Conference on Computer Communications (INFOCOM). Coverage in battery-free wireless sensor networks. Honolulu, USA.
- May 2017: IEEE Conference on Computer Communications (INFOCOM). Constructing connected dominating sets in battery-free networks. Atlanta, USA.
- May 2016: IEEE Conference on Computer Communications (INFOCOM). Adaptive connected dominating set discovering algorithm in energy-harvest sensor networks. San Francisco, USA.
SERVICE
Program Committees
- ACM International Conference on Information and Knowledge Management, (CIKM 2024)
- International Workshop on Databases and Machine Learning, (DBML 2023, 2024)
- IEEE International Conference on Sensing, Communication, and Networking, (SECON 2022, 2023)
- International Conference on Wireless Algorithms, Systems, and Applications, (WASA 2021, 2022)
Peer Review
- IEEE Transactions on Mobile Computing (TMC)
- ACM/IEEE Transactions on Networking (TON)
- IEEE Transactions on Knowledge and Data Engineering (TKDE)
- IEEE Transactions on Parallel and Distributed Systems (TPDS)
- IEEE Transactions on Vehicular Technology (TVT)
- IEEE Transactions on Wireless Communications (TWC)
- IEEE Internet of Things Journal (IOT-J)
- IEEE Transactions on Network Science and Engineering (TNSE)
- IEEE Transactions on Sensor Networks (TOSN)
AWARDS
- 2022 ACM SIGCOMM China Doctoral Dissertation Award
- 2021 Outstanding Ph.D. Graduate in Harbin Institute of Technology
- 2019 Baidu Scholarship Top 20
- 2018 National Scholarship for Ph.D. candidate
- 2015 National Scholarship for Ph.D. candidate