Geon Woo Kim
Undergraduate Researcher @ Sungkyunkwan University
Education
Sungkyunkwan University (SKKU)
Mar. 2021 - Present
B.S. in Computer Education & B.E. in Artificial Intelligence (Double Major)
- Computer Education GPA: 4.43 / 4.5 (Major)
- Artificial Intelligence GPA: 4.44 / 4.5 (Major)
Computer Science
- Computational Thinking and Software Coding
- Problem Solving and Algorithm
- Basic Programming
- Fundamental of Data Analytics
- Linux System
- Introduction to Data Structures and Algorithms
- Data Structures
- Algorithm
- Software design
- Database System
- Computer Architecture
- Programming Languages
- Operating System
- Computer Networks
- System Programming
Education
- Introduction to Education
- Prevention of School Violence and Student Understanding
- Educational Evaluation
- Educational Methodology ＆ Technology
- Voluntary Service in Education
- Computer Textbook Study
- Educational Curriculum
- Practice of the Teaching Profession
Artificial Intelligence
- AI Service Design
- AI Basics & Uses
- Introduction to Artificial Intelligenc
- Artificial Intelligence
- Deep Learning 1: Foundations and Image Processing
- Introduction to Machine Learning
- Marketing Intelligence
- Thesis writing in humanities and social sciences using Python
- Intelligent Vision
Research Interests
- Trustworthy AI
- Watermarked Knowledge Bases for RAG
Research & Work Experience
Research Student
Mar. 2025 - Present
SWLab, Sungkyunkwan University | Advisor: Prof. Moohong Min
Conducting research on Safety AI, cybersecurity regulation for FPGA-based systems, and AI-based
detection of illegal online gambling.
Research Intern
Jul. 2025 - Aug. 2025
ETRI (Electronics and Telecommunications Research Institute) | Advisor: Ph.D.
Jang-Hee Yoo
Conducted research on Retrieval-Augmented Methods in Computer Vision at the AI Creative Research
Laboratory.
Sergeant (Microwave Signal Operation)
Jul. 2022 - Jan. 2024
Republic of Korea Defense Communication Command
Performed wireless signal communication and network management using microwave frequency systems.
Publications
A Taxonomy of Knowledge Bases for Retrieval-Augmented Methods in Vision: A Comprehensive Survey
Geon Woo Kim, Dong Hwan Lee, Janghee Yoo*. IEEE Access
Analyzing Security Configurations of Public Websites: HTTPS, TLS, and Security Headers
Geon Woo Kim, Moohong Min*. KCC 2025 (Poster, Domestic)
Web-Based Framework for Detecting Deepfake Images
Geon Woo Kim, JeongIn Lee, Moohong Min*. CISC-S'25 (Poster, Domestic)
A Pipeline for Automatically Extracting Illegal Gambling Links from Spam Messages
Geon Woo Kim, Jung Hyun Chun, Moohong Min*. CISC-S'25 (Poster, Domestic)
Manuscripts Under Review
Manuscripts currently under review. Public links are provided only when available.
Lost in the Comments: How Social Context Exploits and Shields LLM Safety in Agentic Platforms
Tae-hyeon Yun, Seonhee Jeon, Jeongsu Park, Geon Woo Kim, Moohong Min*. Under Review
Poisoning the Moltbook: Systemic Vulnerability and Collective Decision Failure in Financial Multi-Agent Societies
Jeongsu Park, Yuji Lim, Geon Woo Kim, Tae-hyeon Yun, Moohong Min*. Under Review
SONAR: Retrieval-Only Geometric Subspace Probes that Surface Watermarked Images in Top-k
Geon Woo Kim, Moohong Min*. Under Review
KNOT: Robust Knowledge Watermarking to Secure Ownership in Black-Box Retrieval-Augmented Generation
Minseok Hur, Geon Woo Kim, Moohong Min*. Under Review
Projects
Cybersecurity Regulation for FPGA/PLDs in Nuclear Reactor Development
May. 2025 - Dec. 2025
Korea Foundation of Nuclear Safety (KoFONS).
AI for Early Screening of Infant/Child Autism
Jul. 2025 - Aug. 2025
Analyzed cognitive behavioral cues and responses. IITP Project.
Tracking Illegal Gambling Website via AI
Apr. 2025 - Jul. 2025
Extraction and Restoration of Illegal Gambling Links from Spam SMS Messages using AI. (Co-Deep
Learning Project)
Honors & Awards
- Scholarship for Academic Excellence (2025-1, 2025-2, 2026-1) - Sungkyunkwan University
- Insulation Korea Dream Foundation Scholarship - Insulation Korea (Feb. 2026)
- Honorable Mention - DACON K-League × University of Seoul Open AI Competition (Jan. 2026) Developed a model to predict final pass coordinates; ranked 14th out of 937 teams (Top 1.5%)
- SKKU Co-Deeplearning Grand Awards - Sungkyunkwan University (Jul. 2025) Tracking Illegal Gambling Website via AI
- Learning Fair Dean's Award - College of Computing and Informatics, SKKU (Dec. 2021) Developed a program to calculate team project contribution scores by analyzing group chat messages
Others
- TOEFL iBT 100 / 120 (5.0 / 6.0)
- OPIc IH (Intermediate High)
- Teaching Assistant – AI Basics & Uses (Spring 2025, Fall 2025), Introduction to Data Analysis and AI (Spring 2026)
- Elementary & Middle School Education Volunteering