Misc.

Education, experience, projects, patents, teaching, and skills.

education

Ulsan National Institute of Science and Technology (UNIST) Integrated M.S./Ph.D. Program, Graduate School of Artificial Intelligence (AIGS)
Mar. 2022 - Present | GPA 3.97 / 4.30
Dankook University B.S., Department of Electronics and Electrical Engineering (EE)
Mar. 2015 - Feb. 2022 | GPA 3.93 / 4.50

experience

Ph.D. Candidate Machine Intelligence and Information Theory Lab (MIIT), Ulsan National Institute of Science and Technology (UNIST)
Mar. 2022 - Present
Research Intern Machine Learning Group, Berlin Institute for the Foundations of Learning and Data (BIFOLD), Technische Universität Berlin (TU Berlin)
Jun. 2026 - Aug. 2026
Undergraduate Research Intern Design Technology Laboratory (DTL), Yonsei University
Feb. 2021 - Aug. 2021
Undergraduate Research Intern SoC and Embedded System (SES), Dankook University
Jul. 2020 - Feb. 2021

projects

AI-based Cone Beam CT Image Enhancement Dongnam Institute of Radiological & Medical Sciences
Mar. 2026 - Dec. 2026 | Core member (MIIT, UNIST)
Virtual Tactile Signal Generation Based on Multimodal Vision-Tactile AGI IITP
Sept. 2025 - Dec. 2025 | Core member (MIIT, UNIST)
RL Solution for High-Efficiency and Reliable Combustion System Samyang Corp. & UNIST
Mar. 2022 - Aug. 2023 | Core member (MIIT, UNIST)
Heterogeneous Home Appliance Data Analysis Framework LG H&A
Jul. 2022 - Jan. 2023 | Core member (MIIT, UNIST)
Identification Data Processing Technology for On-Site Police Use National Research Foundation of Korea (NRF)
Apr. 2021 - Aug. 2021 | Project member (DTL, Yonsei University)

patents

Vision-language-tactile cognition platform for generating and rendering virtual tactile signals KR 10-2026-0091113
May 20, 2026
Single modality model-based multimodal learning device and method thereof KR 10-2025-0066240
May 21, 2025
Model-agnostic meta learning (MAML)-based domain adaptation algorithm to improve the effectiveness of developing biomedical artificial intelligence (AI) systems KR 10-2024-0176258
Dec. 02, 2024
Reinforcement Learning-based Optimization for Combustion Systems KR 10-2023-0172208
Dec. 01, 2023

teaching

Non-Parametric Bayesian Course Teaching Assistant, Graduate School of Artificial Intelligence, UNIST
Sep. 2023 - Dec. 2023
Meta & Multi-task Learning Course Teaching Assistant, Graduate School of Artificial Intelligence, UNIST
Sep. 2023 - Dec. 2023
2023 ROK Navy AI Specialist Program Coding sessions on fundamentals of CNN & RNN, Republic of Korea Naval Academy
Aug. 2023 - Aug. 2023
LG Electronics DX Intensive Coding sessions on the Principles of Deep Learning, UNIST
Summer 2024 - Summer 2024
LG Electronics DX Intensive Coding sessions on the Principles of Deep Learning, UNIST
Summer 2022 - Summer 2022
AI Novatus Academia Coding sessions on the Basics of AI for Industrial Engineers, Changwon & Ulsan
Spring 2024 - Spring 2024
AI Novatus Academia Coding sessions on the Basics of AI for Industrial Engineers, Changwon & Ulsan
Spring 2023 - Spring 2023
AI Novatus Academia Coding sessions on the Basics of AI for Industrial Engineers, Changwon & Ulsan
Spring 2022 - Spring 2022

skills

Programming Languages Python, MATLAB (basic understanding), C/C++ (basic understanding)
Tools & Platforms Linux, Bash, Git, Conda
Frameworks & Libraries Pytorch, JAX (basic understanding), Scikit-Learn, Pandas, Huggingface
Mathematical Backgrounds Linear Algebra, Probability & Statistics, Information Theory (basic understanding), Estimation Theory (basic understanding), Learning Theory (basic understanding)
Writing Tools Latex, Markdown, Notion