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Xinyue Ma

PhD Student

Education

MS-PhD in Artifical Intelligence

POSTECH, Korea
2024 Fall - Present

MS-PhD in Computer Science Eng.

UNIST, Korea
2022 Spring - 2024 Spring

B.S. in Electrical Eng.

KAIST, Korea
2017 Spring - 2021 Fall

Languages

  • Chinese (Native)
  • English (Professional)
  • Korean (Professional)

Xinyue Ma

PhD Candidate
Advised by Professor Myeongjae Jeon
Graduate School of Artificial Intelligence
OMNIA at POSTECH [CV]

Publications

  • Cost-effective On-device Continual Learning over Memory Hierarchy with Miro
    •   Xinyue Ma , Suyeon Jeong , Minjia Zhang , Di Wang , Jonghyun Choi , Myeongjae Jeon
      ACM MobiCom 2023, [PDF] [Slides] [Code]
  • REP: Resource-Efficient Prompting for On-device Continual Learning
    •   Sungho Jeon , Xinyue Ma , Kwang In Kim , Myeongjae Jeon
      arxiv Preprint 2024, [PDF]

    Experiences

    Internship @ RiSE Group

    Microsoft Research Redmond
    2024.9 - 2024.12
    Effective KV Cache Reuse for Retreival-Augmented Generation

    Internship @ Intelligent Cloud Edge Group

    Microsoft Research Asia
    2023.11 - 2024.2

    Teaching Assistant @ UNIST

    UNIST
    2022 - Present
    - Computer Architecture (2023 Fall) - Parallel Computing (2022 Fall) - Advanced Programming (2022 Spring)

    Research Interests

    Efficient Machine Learning

    Continual Learning

    On-device Learning

    Skills

    Programming Languages - C/C++, Python, SQL, VDHL, Assembly
    Tools - PyTorch, TensorFlow, MapReduce
    Skillset - Socket Programming, Pintos, Verilog (Behavioral and Structural)