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. Prior to joining Inha, he was a postdoctoral researcher at the University of Southern California (USC), working with Prof. Salman Avestimehr in the viTAL Lab. He received his Ph.D. in 2020 from Northwestern University, where he was a member of CUCIS and was advised by Prof. Alok Choudhary and Prof. Wei-keng Liao. He earned his M.S. and B.S. from Hanyang University, South Korea. Before his Ph.D., he worked as a system software researcher in the Memory Division at Samsung Electronics. His research interests lie at the intersection of Machine Learning and High-Performance Computing. Specifically, he focuses on designing, developing, and evaluating large-scale machine learning algorithms that fully utilize available hardware resources.
Students
Graduate Students
2024.03 ~ present
Ph.D. Candidate
Research Interests:
Generalization performance-focused Deep Learning
Sharpness-Aware Minimization (SAM)
2024.03 ~ present
M.S. Candidate
Research Interests:
Heterogeneous Federated Learning
Knowledge distillation-based scaling
2025.03 ~ present
M.S. Candidate
Research Interests:
Model re-parameterization for efficient Federated Learning
Model Compression
2025.09 ~ present
M.S. Candidate
Research Interests:
Computation-efficient attention mechanism
Model pruning
2026.03 ~ present
M.S. Candidate
Research Interests:
Latent Information Sharing in Federated Learning
Undergrads (학부연구생)
External Researchers
Sungmin Kang (강성민), Graduate Student, University of Southern California
Research Interests:
Trustworthy Machine Learning
Scalable Machine Learning (Parameter-efficient Fine-tuning)
Daniel Yun (윤다니엘), Graduate Student, University of Southern California
Research Interests:
Regularization-based Effective Model Pruning
Distributed Optimization
Alumni (졸업생)
HI-Tech 1410, Inha University, 100 Inha-ro, Michuhol-gu, Incheon 22212, South Korea
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