About Me

I am a Ph.D. Candidate in Networking & Mobile Systems Lab (NMSL) at KAIST, advised by Prof. Sung-Ju Lee. I have also closely collaborated with Prof. Yunxin Liu. I worked as an intern at Microsoft Research Asia (MSRA), Cisco Research, and Oracle. I received my B.S. degree in Computer Science from KAIST in 2018.

I research on the intersection of federated learning (FL) and on-device AI, uncovering novel applied machine learning technologies on smartphones and wearables, especially for healthcare. My research also focuses on promoting efficient FL deployment in practice via systematic approaches.

I am in the industrial job market and seeking postdoc opportunities! Here is my CV. Please feel free to contact me for any potential opportunities.

Publications

Preprints
  • Time and Resource Efficiency Analysis on Synchronous and Asynchronous Federated Learning
    Jaemin Shin et al.
    in submission
Conferences and Journals
  • FedTherapist: Mental Health Monitoring with User-Generated Linguistic Expressions on Smartphones via Federated Learning
    Jaemin Shin, Hyungjun Yoon, Seungjoo Lee, Sungjoon Park, Yunxin Liu, Jinho D. Choi, Sung-Ju Lee
    EMNLP 2023
  • Flame: Simplifying Topology Extension in Federated Learning
    Harshit Daga, Jaemin Shin, Dhruv Garg, Ada Gavrilovska, Myungjin Lee, Ramana Rao Kompella
    SoCC 2023
  • FedBalancer: Data and Pace Control for Efficient Federated Learning on Heterogeneous Clients
    Jaemin Shin, Yuanchun Li, Yunxin Liu, and Sung-Ju Lee
    MobiSys 2022
  • MyDJ: Sensing Food Intakes with an Attachable on Your Eyeglass Frame
    Jaemin Shin, Seungjoo Lee, Taesik Gong, Hyungjun Yoon, Hyunchul Roh, Andrea Bianchi, and Sung-Ju Lee
    CHI 2022 Best Paper Honorable Mention Award 🏆
  • Use MU-MIMO at Your Own Risk - Why We Don't Get Gb/s Wi-Fi
    Hyunwoo Choi, Taesik Gong, Jaehun Kim, Jaemin Shin, and Sung-Ju Lee
    Ad Hoc Networks 2019
Posters, Demos, and Workshop Papers
  • Demo: Accurate Eating Detection on a Daily Wearable Necklace
    Jaemin Shin, Seungjoo Lee, and Sung-Ju Lee
    MobiSys 2019
  • Poster: Dissecting 802.11ac Performance-Why You Should Turn Off MU-MIMO
    Hyunwoo Choi, Taesik Gong, Jaehun Kim, Jaemin Shin, and Sung-Ju Lee
    MobiSys 2019
  • Considerations on Deploying High-Performance Container-based NFV
    *DeokGi Hong, *Jaemin Shin, Shinae Woo, and Sue Moon (* equal contributions)
    CAN 2017 Best Paper Award 🏆

Education

  • Ph.D. in Computer Science, KAIST, Daejeon, Republic of Korea
  • B.S. in Computer Science, KAIST, Daejeon, Republic of Korea
    • Mar. 2014 - Feb. 2018
  • Korea Science Academy, Busan, Republic of Korea
    • Feb. 2011 - Feb. 2014

Work Experiences

  • Cisco Research, Seattle, WA. | Mar. 2023 - Aug. 2023
  • Microsoft Research Asia, Beijing, China. | Dec. 2020 - Jun. 2021
  • Oracle, Seoul, Republic of Korea. | Jun. 2017 - Aug. 2017
    • Mentors: Jungnam Lee and Chris Lee

Honors and Awards

  • Naver Ph.D. Fellowship, 2022
  • Best Paper Honorable Mention Award, ACM CHI, 2022
  • Best Paper Award, CAN Workshop co-located with ACM CoNEXT, 2017

Professional Services

  • Reviewer, ACM IMWUT/UbiComp 2020-2023
  • Reviwer, IEEE TMC 2018, 2022-2023
  • Reviewer, IEEE TNNLS 2024
  • Reviewer, ACM CHI LBW 2024

Miscellaneous

  • I love playing double reed instruments. I have performed in 20+ amateur orchestra performances and am still looking for opportunities to play. :)
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