About

My name is Jiesong Liu. I am a Ph.D. student at North Carolina State University, working with Dr. Xipeng Shen. My research interests are in AI optimizations.

Email Address: jliu93@ncsu.edu

Education Background

  • North Carolina State University (NCSU), Aug. 2023 ~ Now
    Ph.D. in Computer Science
    Advisor: Dr. Xipeng Shen
  • Renmin University of China (RUC), Sep. 2019 ~ June 2023
    B.E. in Computer Science
    Advisor: Dr. Feng Zhang
  • University of British Columbia (UBC), Jan. 2022 ~ Apr. 2022
    Exchanged to Faculty of Science

Selected Publication

[ASPLOS’25] “Generalizing Reuse Patterns for Efficient DNN on Microcontrollers”;
Jiesong Liu, Bin Ren, Xipeng Shen.
30th International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2025. [Paper]

[NeurIPS’24]``UQ-guided Hyperparameter Optimization for Iterative Learners”;
Jiesong Liu, Feng Zhang, Jiawei Guan, Xipeng Shen;
38th Conference on Neural Information Processing Systems (NeurIPS), 2024. [Paper]

[TPDS’24] ``G-Learned Index: Enabling Efficient Learned index on GPU”;
Jiesong Liu, Feng Zhang, Lv Lu, Xiaoyong Du, Guoliang Li and Dong Deng; IEEE Transactions on Parallel and Distributed Systems (TPDS), 2024. [Paper]

[ASPLOS’23]``Space Efficient TREC for Enabling Deep Learning on Microcontrollers”;
Jiesong Liu, Feng Zhang, Jiawei Guan, Hsing-Hsuan Sung, Xiaoyong Du, Xipeng Shen;
28th International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2023. [Paper]

[NeurIPS’22] ``TREC: Transient Redundancy Elimination-based Convolution”;
Jiawei Guan, Feng Zhang, Jiesong Liu, Hsing-Hsuan Sung, Ruofan Wu, Xiaoyong Du, Xipeng Shen;
36th Conference on Neural Information Processing Systems (NeurIPS), 2022 [Paper]