CV
Hee Bin Yoo
Summary
Assistant Professor at the School of AI Software, Soongsil University. Research interests include feature learning theory, neural collapse, metric learning, machine unlearning, deep reinforcement learning dynamics, stochastic control, Schrodinger bridge, equivariant convolution, and Spatial AI.
Education
- Artificial Intelligence2026Seoul National UniversityGPA: 3.52/4.30Courses: Feature Learning Theory, Neural Collapse, Unlearning, Metric Learning, Deep Reinforcement Learning Dynamics, Stochastic Control, Schrodinger Bridge, Equivariant Convolution
- Computer Science and Engineering2021Chung-Ang UniversityGPA: Overall 4.36/4.50; Major 4.48/4.50Courses: Metric Learning, Deep 3D Vision, 3D Reconstruction
Work Experience
- Assistant Professor, School of AI Software2026-09 -Tenure-track Assistant Professor in Seoul, Korea.
- Founder, CEO, Head Architect2013-03 - 2019-01Architected and developed Android and web services; led consulting, requirement analysis, negotiation, sales, management, contracting, legal, and tax work.
- Researcher, Global Operations Support2021-11 - 2026Designed process automation for wastewater treatment and coordinated overseas business trips, client meetings, and professional networking.
- Intern2020-07 - 2020-08Managed maintenance channels, handled maintenance requests, coordinated development communication, and developed maintenance management software.
Skills
Programming
- Python
- PyTorch
- NumPy
- Faiss
- Java
- Spring
- C
- C++
- OpenCV
- x86 assembly
- SQL
- JavaScript
- Node.js
- React
Research
- Feature learning theory
- Metric learning
- Machine unlearning
- Spatial AI
- Deep reinforcement learning dynamics
- Stochastic control
- Equivariant convolution
Publications
- Focus on the Moment: Real-Time Semantic Failure Detection in Vision-Language-Action Models20263rd Workshop on Semantic Reasoning and Goal Understanding in Robotics, RSS 2026Seul Kim, Hee Bin Yoo, and Byoung-Tak Zhang.
- Confidence Controls Deep Metric Learning2026
- How Classifier Features Transfer to Downstream: An Asymptotic Analysis in a Two-Layer Model2025NeurIPSHee Bin Yoo, Sungyoon Lee, Cheongjae Jang, Dong-Sig Han, Jaein Kim, Seunghyeon Lim, and Byoung-Tak Zhang.
Presentations
- AI Lunch Seminar2025Seoul National UniversitySeoul, KoreaInvited oral presentation on classifier feature transfer to downstream tasks.
- Brown Bag Seminar Poster Presentation20256th Brown Bag Seminar, Seoul National UniversitySeoul, KoreaPoster presentation on classifier feature transfer in a two-layer model.
- EWHA-CUHK Global Student Partnership Program2026EWHA-CUHK GSP ProgramSeoul, KoreaSeminar and guided lab tour on Physical AI and lab research activities.
Teaching
- Yongsan High School Project Advising and Competition Judging2018Yongsan High SchoolRole: Advisor and JudgeAdvised Computer Science Club projects and judged annual research, IoT, and project competitions.
- Hyundai NGV Machine Learning Training Material Development2024Seoul National University / Hyundai NGVRole: Training material developerPlanned and developed a five-session machine learning lecture series for in-house employee training.
Portfolio
- Posenet-Based Strength Training Calorie Estimation2021
- CQB Simulation System Based on 3D Scanning and VSLAM2020SoftwareSurvival game system using localization, 3D scanning, 3D reconstruction, and physics engines.
Languages
- KoreanNative
- EnglishFluent; TOEFL MyBest 103 on Nov. 28, 2023
- Japanese, Chinese, SpanishBeginner
Interests
- Machine learning theoryFeature learning, Neural collapse, Transfer
- Computer vision and roboticsMetric learning, 3D vision, Point clouds, Vision-language-action models
References
- Junseok KwonProfessor, School of Computer Science and Engineering, Chung-Ang University
- Byoung-Tak ZhangPh.D. Advisor; Professor, Interdisciplinary Program in Artificial Intelligence, Seoul National University
- Bruno LoureiroProfesseur Attache & Researcher, ENS & CNRS, Departement d'Informatique
- Sungyoon LeeAssistant Professor, Department of Computer Science, Hanyang University
- Cheongjae JangResearch Professor, BK-FOUR, Hanyang University