Large-scale Machine Learning Systems Lab.
@ Inha University
대형 머신러닝 시스템 연구실
Large-scale Machine Learning Systems Lab.
@ Inha University
대형 머신러닝 시스템 연구실
Sunwoo Lee, Ph.D.
Assistant Professor
Department of Computer Engineering
Inha University
Email: sunwool@inha.ac.kr
Biography
Sunwoo Lee is a tenure-track assistant professor in Computer Engineering at Inha University. Before joining Inha, he used to work as a postdoctoral researcher at University of Southern California (USC), under the supervision of Prof. Salman Avestimehr in the viTAL Lab. He earned his Ph.D. in 2020 at Northwestern University. He was a member of CUCIS and advised by Prof. Alok Choudhary and Prof. Wei-keng Liao. Prior to that, he received his M.S. and B.S. in 2009, both at Hanyang University, South Korea. Before receiving his Ph.D., he worked as a system software researcher at Samsung Electronics, Memory Division. His research interests lie in the intersection of Machine Learning and High-Performance Computing. Specifically, he focuses on designing, developing, and evaluating scalable Machine Learning algorithms that fully utilize the available hardware resources.
Students
Graduate Students
2024.03 ~ present
Research Interests:
Generalization performance-focused Deep Learning
Sharpness-Aware Minimization (SAM)
2024.03 ~ present
Research Interests:
Heterogeneous Federated Learning
Knowledge distillation-based scaling
2025.03 ~ present
Research Interests:
Model re-parameterization for Efficient Federated Learning
Model Compression
2025.09 ~ present
Research Interests:
Computation-efficient attention mechanism
Scaling Transformers
Undergrads (학부연구생)
Taekyun Lee
이태균
2025.03 ~ present
Research Interests:
System-efficient Model Merging
Seung Jun Lee
이승준
2025.03 ~ present
Research Interests:
System-efficient Meta Learning
Data distribution sharing in Federated Learning
External Researchers
Sungmin Kang (강성민), Graduate Student, University of Southern California
Daniel Yoon (윤다니엘), Graduate Student, University of Southern California
HI-Tech 1410, Inha University, 100 Inha-ro, Michuhol-gu, Incheon 22212, South Korea
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