About Me

I'm a currently enrolled Ph.D. student at the SLD group at the University of Texas at Austin under the supervision of Dr. Radu Marculescu. I obtained my Bachelor's degree from Beijing University of Posts and Telecommunications (BUPT) in June 2018. From August 2018 to December 2019, I worked as a research assistant with Professor Fei Qiao in UT. My current research interests include learning at edge, neural architecture search, distribued inference, and dynamic neural networks. Here is my [CV].

Interests

  • Leaning at Edge (Harware Efficient Deep Learning)
  • Neural Architecture Search
  • Distributed Deep Learning
  • Embedded AI System Design

Education

  • The University of Texas at Austin
    M.S. in Engineering, Aug. 2019 - May.2022
    Ph.D., May. 2022 - present

  • Tsinghua University
    Graduate in Electronic Engineering, Sept. 2018 - Jun. 2019

  • Beijing University of Posts and Telecommunications
    B.Eng. in Communications Engineering, Sept. 2014 - Jun. 2018

Professional Experience

  • Research Assistant, Sytem-Level-Design Group, the University of Texas at Austin
    • Advisor: Dr. Radu Marculescu
    • Research topics include:
      • Leaning at Edge: deliver lower latency, lower energy consumption, and comparable accuracy for deep neural networks.
      • NAS: leverage the zero-shot properties of deep network to enable Training-Free NAS.
      • Embedded AI System Design: Co-optimize the network architecture and hardware.
  • Applied Science Research Intern, Amazon A9
  • Research Assistant, IVIP Lab, Tsinghua University
    • Approximate Computing
    • Advisor: Dr. Fei Qiao

Publications

FLASH
G Li, SK Mandal, UY Ogras, R Marculescu, 2021 ACM Transactions on
Embedded Computing Systems (TECS + ESWEEK).

NN-MASS
G. Li*, K. Bhardwaj*, R Marculescu, 2021 Proceedings of the IEEE/CVF
Conference on Computer Vision and Pattern Recognition (CVPR)

NoNN
AJ Farcas, G Li, K Bhardwaj, R Marculescu, 2021 Proceedings of
the IEEE/CVF Conferenceon Computer Vision and Pattern
Recognition Workshops (CVPR Workshops)

CONCRETE
Z. Liu, G. Li, F. Qiao, Q. Wei, P. Jin, X. Liu, H. Yang, 2019 IEEE International
Conference on Acoustics, Speech and Signal Processing (ICASSP)

Contact

  • Address

    2501 Speedway, Austin, TX, 78712
    United States
  • Email

    lgh@utexas.edu

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