Activities

Patents

1. Clustering method and apparatus supporting differential privacy
   • Registration No. 10-2815746, registered 2025.05.28
   • Application No. 1020220185186, filed 2022.12.27
2. Apparatus and Method for Learning Differential Privacy Multi-Classification Based on Kernel Support Vector
   • Application No. 10-2023-0073178, filed 2023.06.07
3. Method and system for detecting adversarial speech example
   • Application No. 1020230087024, filed 2023.07.05

Awards, Scholarships, & Fellowships

• Youlchon AI Scholarship, Youlchon AI Star, 2025
• Doctoral Student Research Grant, Ministry of Science and ICT, Korea (Graduate Research Fellowship in Science and Engineering), 2023–2025
• Samsung Best TA Award, Samsung Data Scientist for Device Solution, 2021
• National Science and Technology Scholarship (full tuition), Ministry of Science, Korea, 2019–2020

Academic Service

Conference Reviewing

• NeurIPS — Reviewer
• ICML Workshops — Reviewer
• MICCAI — Reviewer

Journal Reviewing

• Pattern Recognition — Reviewer
• Industrial Engineering & Management Systems — Reviewer
• Cluster Computing - Reviewer

Teaching Experience

Lecturer

• Financial Machine Learning — Soongsil University, School of Finance (Spring 2025)
• Financial Programming 2 — Soongsil University, School of Finance (Fall 2024)

Teaching Assistant, Seoul National University

• Mathematical Methods for Industrial Management — Department of Industrial Engineering, Prof. Jaewook Lee (2022)

Instructor / TA, Corporate Education Programs (SNU)

• HD Hyundai — Nonlinear Time Series Analysis (2023–2024)
• Woori Bank — Big Data Analysis with Python and Deep Learning with PyTorch (2022)
• SNU Big Data FinTech — Optimization and Machine Learning (2022–2024)
• SNU Big Data AI CEO Program (2024–2025)
• Samsung Data Scientist for Device Solution — Optimization (2021–2025)
• Samsung Data Scientist for Device Solution — Linear Algebra (2021–2022)