About Me
I am currently pursuing a Ph.D. in Computer Science and Engineering at Sogang University under the guidance of Prof. Junsuk Choe. I hold a B.A. in Economics, having also completed a double major in Computer Science and Engineering at Sogang University. I am interested in reliable and scalable machine learning. I am particularly focused on machine unlearning, which involves intentionally making a model forget specific datasets while maintaining its performance on others. As concerns over data privacy increase, effective machine unlearning strategies becomes crucial for protecting personal information. With this in mind, I am aiming to become an expert in this field.
In addition, this is my cute dog named Star :)
News
7/2024: started my research internship at NAVER AI Lab.
4/2024: 1 paper accepted to Pattern Recognition Letters (IF: 5.1)
7/2023: served as visiting scholars at the Tübingen AI Center (Host: Dr. Seong Joon Oh)
Publications
Weakly-supervised Incremental learning for Semantic segmentation with Class Hierarchy
Hyoseo Kim, Junsuk Choe
Pattern Recognition Letters, 2024. (IF: 5.1) [PDF]
Curriculum Learning with Class-label Composition for Weakly Supervised Semantic Segmentation
Dongjun Hwang, Hyoseo Kim, Doyeol Baek, Hyunbin Kim, Inhye Kye, Junsuk Choe.
In submission, 2023. [PDF]
Awards
BK21 Research Exchange Workshop, Bronze Award (Dec 2023)
Education
Sogang University, Seoul, Korea (Sep 2022 - now)
Integrated Ph.D. in Computer Science and Engineering
advisor : Junsuk Choe
Philipps-University, Marburg, Germany (Mar 2021 - Aug 2021)
Exchange program in Economics
Sogang University, Seoul, Korea (Mar 2018 - Aug 2022)
B.A. in Economics
B.S. in Computer Science and Engineering
Graduated with Cum laude
Work Experience
Research Intern, NAVER AI Lab, Seoul, Korea (Jul 2024 - Sep 2024)
Visiting scholar, Tübingen AI Center, Tübingen, Germany (Jul 2023 - Aug 2023)
Web Developer Intern, SK C&C, Seoul, Korea (Jul 2022 - Aug 2022)
ERP Developer Intern, LG CNS, Seoul, Korea (May 2022 - Jun 2022)
QA Intern, LIKELION, Seoul, Korea (Dec 2020 - Mar 2021)
Teaching Assistant
Sogang University of Computer Science and Engineering
CSEG321 : Introduction to Natural Langugae Processing (Fall 2023)
CSE3080 : Data Structures (Spring 2023)
CSE4120 : Fundamentals of Compiler Construction (Fall 2022)
Sogang Institute of whole person education
COR1010 : Introduction to AI Programming - Python (Spring 2022)
COR1009 : Computational Thinking - Python (Spring 2020, Fall 2020)
Travel
ICLR 2024 -The Twelfth International Conference on Learning Representations (May 07 - 11, 2024 in Wien)
Interests
Computer vision
Object Segmentation
Semantic Segmentation
Weakly-Supervised Learning
Incremental Learning
Machine Unlearning
Skills
Programming language : Python, Java, C
Machine Learning tools : Pytorch, Numpy, OpenCV
Tools : Github, Notion
Language
Korean : Native
English : Fluent - OPIc’s highest rating, AL (Advanced Low)