Curriculum Vitae

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Education

Massachusetts Institute of Technology (MIT)

Ph.D. Candidate in Mechanical Engineering and Laboratory for Information & Decision Systems (LIDS) • 2023 – Present
Advisor: Prof. Sertac Karaman

Korea Advanced Institute of Science and Technology (KAIST)

M.S. in Aerospace Engineering • 2021 – 2023
Advisor: Prof. Han-Lim Choi

Seoul National University (SNU)

B.S. in Mechanical Engineering (Summa Cum Laude) • 2015 – 2021

Research Experience

Autonomy and Embedded Robotics Accelerated Lab, MIT

Graduate Research Assistant • 2023 – Present
Researched principled uncertainty quantification methods for generative models and applied them to vision-language-action (VLA) models and world models.
Designed a robust visual-inertial navigation system and an active perception framework leveraging uncertainty-aware learning-based representations.
Built large-scale urban scene reconstruction pipelines using neural scene representations.

Autonomous Decision and Control Lab, CU Boulder

Visiting Scholar • 2022 – 2023
Collaborated with Prof. Zachary Sunberg on developing decision-making algorithms for task planning under uncertainty.

Laboratory for Information and Control Systems, KAIST

Graduate Research Assistant • 2021 – 2023
Proposed a 3D dynamic occupancy grid mapping algorithm with LiDAR based on Dempster–Shafer evidential theory.
Developed an optimal trajectory planning algorithm and a safety-guaranteed control method for agile multirotor flight.

Seoul National University

Undergraduate Research Intern • 2020
Implemented an autonomous surface cleaning system using a 6-DOF robot manipulator under the supervision of Prof. Sung-hoon Ahn.

Fellowships & Scholarships

  • MathWorks Mechanical Engineering Fellowship, MathWorks (2024–2025)
  • Korean Government Scholarship, South Korean Government (2023–2025)
  • Government-Funded Scholarship, KAIST (2021–2023)
  • SNU Alumni-Funded Scholarship, SNU Alumni Foundation (2020)
  • Merit-Based Scholarship, SNU (2015–2017)

Awards

  • Outstanding Award, SNU ME Materials and Manufacturing Process Course (2019)
  • Excellence Award, I·Seoul·U Hackathon, Administration of Seoul (2016)
  • Creative Award, SNU ME Creative Engineering Design Course (2015)

Teaching

16.S690 / 6.S080 — Teaching Assistant

MIT • Spring 2026

Professional Activities

  • organizer, RSS 2023 Workshop on Inference and Decision Making for Autonomous Vehicles (IDMAV)
  • Reviewer — ICML, RA-L, L-CSS

Leadership Experience

K-RAINES (Korean Robotics Community in New England)

Committee Member • 2025 – Present

2nd Infantry Division, US Army

Unit Supply Specialist (ROK Army Sergeant) • 2017 – 2019

DALISHA (SNU Running Crew)

Committee Member • 2020 – 2021