Gyeongseo Park

Research Interests

  • Energy-Efficient Computing
  • Systems for Network
  • Virtualization
  • Systems for Machine Learning

Education

  • Ph.D. in Electrical Engineering and Computer Science, DGIST, Daegu, Mar, 2017 – 2024
  • B.S. in Electrical and Computer Engineering (Magna Cum Laude), Ajou University, Suwon, Feb, 2016

Experience

Research Assistant, March 2017 to August 2024

  • ML for Systems & Systems for ML
    • Participating in industry-university cooperation to develop PIM (Processing In Memory) for distributed computing (e.g., Spark, Hadoop) [2019 – 2020]
    • Participating in industry-university cooperation to develop PIM for DLRM (Deep Learning Recommendation Model) [2020 – 2021]
    • Participating in industry-university cooperation to develop distributed computing framework providing tiered-memory management (e.g., CXL Memory, Persistent Memory, etc.) [2022 – 2024]
    • Developing reinforcement learning-based dynamic core allocation for latency-critical services [Work in Progress]
  • Energy-Efficient Systems for Latency-Critical Services
    • Developing network load-aware power management for latency-critical services (CAL ’20, MICRO ’21)
    • Developing network interrupt rate management for improving the energy efficiency of latency-critical services (ICCD ’20, IEEE Access ‘20)
    • Developing latency-critical container-aware power management (ISET ’18)
    • Developing dynamic core allocation in virtualization (i.e., KVM) for improving the performance and energy efficiency of latency-critical services [Work in Progress]

Skiils and Techniques

  • Machine Learning Algorithms: DLRM, DQN, PPO, etc.
  • Programing Language: C, Python, C++
  • Frameworks/Packages: Pytorch, Pandas, eBPF

Publications

* Corresponding Author

[HPCA] Hyosang Kim, Gyeongseo Park, Ki-Dong Kang, Seungkyu Lee, and Daehoon Kim*.

IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2025

[DATE] Ki-Dong Kang, Gyeongseo Park, and Daehoon Kim*.

IEEE/ACM Design, Automation and Test in Europe Conference (DATE), 2025

[DGIST] Gyeongseo Park, Hoon Sung Chwa, and Daehoon Kim*.

Daegugyeongbuk Institute of Science and Technology (DGIST), 2024

[MICRO] Ki-Dong Kang, Gyeongseo Park, Hyosang Kim, Mohammad Alian, Nam Sung Kim, and Daehoon Kim*.

IEEE/ACM International Symposium on Microarchitecture (MICRO), 2021

[ICCD] Ki-Dong Kang, Hyungwon Park [co-first author], Gyeongseo Park, and Daehoon Kim*.

IEEE International Conference on Computer Design (ICCD), 2020

Patents

Daehoon Kim, Hyungwon Park, Ki-Dong Kang, and Gyeongseo Park.

issued, Korea, Application No. 10-2020-0189606 (2020.12.31), Registration No. 10-2503579 (2023.02.21)

Daehoon Kim, Hyungwon Park, Ki-Dong Kang, and Gyeongseo Park.

issued, Korea, Application No. 10-2020-0188031 (2020.12.30), Registration No. 10-2625723 (2024.01.11)

Daehoon Kim, and Gyeongseo Park.

issued, Korea, Application No. 10-2020-0185101 (2020.12.28), Registration No. 10-2442675 (2022.09.06)