Wonyeong Lee

Ph.D. Student, Department of Computer Science

Yonsei University

50 Yonsei-ro, Seodaemun-gu, Seoul 03722, Republic of Korea

I am a Ph.D. student in the Department of Computer Science at Yonsei University, advised by Prof. Jinkyu Lee. My research interests include real-time systems, on-device machine learning, and physical AI. I am open to research collaborations and would be happy to connect with researchers who share these interests. If you are interested in working together, please feel free to contact me at wonyeong.lee@yonsei.ac.kr.

Education

Mar. 2026 – Present

Yonsei University Department of Computer Science Ph.D. Student · Advisor: Jinkyu Lee

Seoul, Korea

Aug. 2024 – Feb. 2026

Sungkyunkwan University M.S. in Computer Science and Engineering Thesis: Edge-Server Collaborative Inference System based on Masked Autoencoders · Advisor: Jinkyu Lee

Suwon, Korea

Aug. 2021 – Aug. 2024

Sungkyunkwan University B.S. in Computer Science and Engineering

Suwon, Korea

Mar. 2018 – Aug. 2024

Sungkyunkwan University B.S. in Mechanical Engineering Includes mandatory military service in the Republic of Korea Army (Mar. 2020 – Oct. 2021).

Suwon, Korea

Research Interests

Real-Time Systems
On-Device Machine Learning
Physical AI

Publications

Orchestrating Test-Time Adaptation for Timely and Accurate DNN Inference.
Wonyeong Lee, Seongtae Lee, Seunghoon Lee, Jinsoo Park, and Jinkyu Lee. The 47th IEEE Real-Time Systems Symposium (RTSS), Yokohama, Japan, December 2026 (to appear).
LEAF: Layer-Wise Energy-Adaptive Framework for Multi-DNN Real-Time Intermittent Systems.
Hyunwoo Koo, Wonyeong Lee, and Jinkyu Lee. The 24th International Conference on Pervasive Computing and Communications (PerCom), Pisa, Italy, March 2026.
CARTEL: Consensus Adapting Real-Time and Efficient Logging.
Seunghoon Lee, Wonyeong Lee, Seungyeon Cho, Seongtae Lee, and Jinkyu Lee. The 46th IEEE Real-Time Systems Symposium (RTSS), pp. 461–473, Boston, MA, USA, December 2025.
Masked Autoencoders are Robust Task Offloaders for Timely and Accurate Inference.
Wonyeong Lee, Seunghoon Lee, Seungyeon Cho, Hyunwoo Koo, Hoon Sung Chwa, and Jinkyu Lee. The 38th IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 13835–13842, Hangzhou, China, October 2025.

Awards and Honors

Doctoral Excellence Scholarship (Science & Engineering), Korean Government (KOSAF), Korea (Jul. 2026 ~ Present)
Graduate Academic Excellence Scholarship, Sungkyunkwan University, Korea (Aug. 2024 – Feb. 2026)
Dean's List Award, Sungkyunkwan University, Korea (Dec. 2022)
National Science and Technology Scholarship, Korean Government (KOSAF), Korea (Mar. 2018 – Feb. 2024)

Teaching Experience

Technical Writing and Presentation for Software Developers (SWE3058), SKKU — Teaching Assistant (Sep. 2024 – Dec. 2024)
Seminar in Computer Engineering (CSE3036), SKKU — Teaching Assistant (Mar. 2025 – Jul. 2025)
Introduction to Data Structures (SWE2015), SKKU — Teaching Assistant (Sep. 2025 – Dec. 2025)
Discrete Mathematics (CAS2101.01-00), Yonsei University — Teaching Assistant (Mar. 2026 – Jun. 2026)
Real-Time Systems (CAS4155.01-00), Yonsei University — Teaching Assistant (Sep. 2026 – Dec. 2026)