Overview
My research focuses on privacy-preserving machine learning and cryptography, with a focus on developing methods that protect data privacy in both learning and unlearning systems. My work aims to advance secure and practical approaches that ensure the trustworthiness and usability of future AI technologies.
저는 개인정보 보호형 머신러닝과 암호기술을 활용하여 학습과 언러닝 과정 전반에서 데이터 프라이버시를 보장하는 방법을 연구합니다. 궁극적으로는 신뢰할 수 있고 실용적인 AI를 만드는 것을 목표로 합니다.
✨ About
I am a researcher at the Privacy‑preserving Machine Learning and Cryptography Lab (PMLC Lab), supervised by Prof. Eunsang Lee (이은상). I am currently preparing projects on cryptographic techniques for privacy-preserving AI systems.
🔍 Research interests
- Data Privacy: Ensuring confidentiality while enabling utility in AI systems
- Privacy‑Preserving Machine Learning (PPML): Methods for training and unlearning under privacy constraints
- Cryptographic Techniques: Homomorphic encryption and related methods for secure learning
📣 News
- 2025-09: Joined DS@GT (Data Science @ Georgia Tech), the university’s largest student-led data science organization.
- 2025‑07: Began research on cryptographic techniques for privacy-preserving AI at PMLC Lab (Seoul, KR).
- 2025‑05: Completed Intro to Research (OMSCS) – designed a proposal on homomorphic encryption in PPML.
📄 Publication
- A standardized glucose–insulin–potassium infusion protocol in surgical patients: Use of real clinical data from a clinical data warehouse
Diabetes Research and Clinical Practice, 174(2021), 108756.
See details →
Hobbies
Running
Running helps me treasure fleeting moments of life. After a rainy night, the fresh morning air along the Han River always reminds me how precious the present is.
Gaming (World of Warcraft)
I play World of Warcraft (WoW) and especially enjoy its hardcore mode. To share the fun beyond myself, I created videos, Shorts, and live streams—enjoying Azeroth together with many others. I also draw and animate my own mascot, 꾹만두 (cook mandu), who appears throughout my content. 🎮 More on YouTube
