About
Graduate researcher in DNSLAB
I am a graduate research assistant in the Distributed Networks and Systems Laboratory (advisor: Prof. Kyungbaek Kim). My work spans AI-assisted security policy orchestration, DID document resolution, and applied machine learning for networked and cyber-physical systems.
Education
Academic background
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M.S., Artificial Intelligence Convergence
Advisor: Prof. Kyungbaek Kim · GPA 4.38 / 4.5 · Gwangju, Republic of Korea
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B.S., Software Engineering
GPA 3.69 / 4.5 · Gwangju, Republic of Korea
Military service, ROK Air Force — Air Defense & Control Command (Mar. 2021 – Dec. 2022)
Research
Experience & projects
Research appointments
- Graduate Research Assistant DNSLAB · Sep. 2025 – Present
- Undergraduate Research Assistant DNSLAB · Dec. 2023 – Aug. 2025
Focus areas
- Hybrid-cloud security
- Decentralized identity (DID)
- Networked AI / MARL
- Code vulnerability detection
- Edge & distributed systems
Selected research projects
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Direct Resolution of DID Documents
Foundational and follow-up research on DID method structures, retrieval flows, interoperability, and standardization-oriented documentation.
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AI-Based Source Code Vulnerability Detection
CodeBERT- and LoRA-based multi-label vulnerability detection within a national project on EV charging infrastructure security.
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AI Diagnosis for Decommissioned Li-Ion Batteries
Survival analysis and remaining useful life prediction for decommissioned lithium-ion batteries.
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DID-Based School Access Management
Design participation for a DID-based visitor log and identity verification system.
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K-BTF Common Requirements
Reviewed interoperability, security, and operational requirements for blockchain and decentralized identity trust frameworks.
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Vision-Based Foreign Material Detection
Computer vision inspection model for detecting foreign materials in dried laver production.
Publications
First-author publications
34 papers in total — including 1 KCI-indexed journal article, 5 international conference papers, and 28 domestic conference papers. First-author publications: 21. Full profile on Google Scholar. ICUFN 2026 proceedings are forthcoming.
2026
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Journal · KCI
Survival-Analysis Based Prediction of Remaining Useful Life of Lithium-Ion Batteries with an Analysis of Input Feature Effects
G. Kim et al. · Smart Media Journal, 2026.
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International
HCAPO: Transformer-Based Adaptive Policy Orchestration for Hybrid-Cloud Security
ICAIIC 2026.
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Domestic
Selective Communication Protocol for GNN-Based MARL Traffic Control
JCCI 2026.
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Domestic
Explainable Policy Generation for Hybrid Intrusion Detection Using SHAP
ASK 2026 · Best Paper Award.
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Domestic
Learning Value-Based Selective Communication for Traffic Signal Control with Reduced Communication Overhead
KNOM 2026.
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International · Forthcoming
Communication-Aware Adaptive Decentralized Traffic Signal Control via Broadcast Gate
ICUFN 2026 · proceedings not yet available.
2025
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International
Edge-Based Policy Caching for Low Latency Security Enforcement in Hybrid Clouds
APNOMS 2025.
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International
Comparative Study of 5G-V2X and 6G-V2X for Intelligent Traffic Signal Control in Urban Environment
SMA 2025.
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Domestic
CWE Code Vulnerability Detection Using a Lightweight LoRA-Based CodeBERT Model
ASK 2025 · Best Paper Award (KISA President Award).
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Domestic
Multi-Label Vulnerability Detection in Source Code Using CodeBERT
ASK 2025.
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Domestic
MARL-Based Intelligent Traffic Signal Control Model for 6G-V2X
JCCI 2025.
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Domestic
Performance Comparison of Machine Learning Models for Real-Time MBTI Personality Type Classification Based on Natural Language
Korean Institute of Smart Media Spring Conference, 2025.
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Domestic
Dynamic Security Policy Application and Threat Detection Based on Machine Learning in Hybrid Cloud Environments
KNOM 2025.
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Domestic
Design and Validation of a Machine Learning-Based Anomaly Detection Model for Open Banking User Sequences
IEIE Summer Conference, 2025.
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Domestic
Performance Comparison of Machine Learning-Based Web Attack Detection in Cloud Environments
Korean Institute of Smart Media Fall Conference, 2025.
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Domestic
Preventive Security Model Construction Based on Time-Series Log Analysis in Hybrid Cloud Environments
KICS Fall Conference, 2025.
2024
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Domestic
Integrated System for Detecting DNS Spoofing Attacks in Public Network Environments
2024 Honam Cybersecurity Conference · Best Paper Award.
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Domestic
A Salting and Steganography-Based Approach for Data Integrity Verification of CoAP in IoT Environments
ACK 2024 · Best Paper Award (ETRI President Award).
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Domestic
A Study on Preventing OpenID Relying Party Phishing Using Blockchain
KICS Fall Conference, 2024.
Selected co-authored
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arXiv
Deformable Dynamic Convolution for Accurate yet Efficient Spatio-Temporal Traffic Prediction
H. Jin, G. Kim, K. Kim · arXiv:2507.11550, 2025.
Complete list in the academic CV (PDF) and on Google Scholar.
Teaching
Teaching & outreach
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Assistant Instructor — SW/AI Mentorship Program
Science Education Institute for the Gifted. Mentored gifted students in SW/AI research and project presentations.
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Teaching Assistant
Understanding of Blockchain · Fundamentals of Artificial Intelligence (intensive session).
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Generative AI & Python instruction
Gwangju Software Meister High School · Jeongup High School.
Recognition
Honors & awards
- Best Paper Award ASK 2026 — SHAP-Based Explainable Policy Generation for Hybrid Intrusion Detection
- Best Paper Award ASK 2026 — Container-Based Parallel Hash Search analysis
- Excellence Award BK21 FOUR Outstanding Graduate Student Fellowship, 2026
- Best Paper Award KICS Fall Conference 2025
- Best Paper Award SMA 2025 — Enhancing Cloud Security with AI Techniques
- Best Paper Award (KISA President) ASK 2025 — LoRA-Based CodeBERT vulnerability detection
- Best Paper Award (ETRI President) ACK 2024 — CoAP integrity via salting & steganography
- Undang Academic Award Korea Information Processing Society, 2024
- Best Paper Award 2024 Honam Cybersecurity Conference — DNS spoofing detection
Contact
Get in touch
Open to research collaboration, academic discussion, and graduate-school related inquiries.
- Email kgm155388@naver.com
- Scholar Google Scholar profile
- Affiliation DNSLAB, Chonnam National University
- CV Download Academic CV (PDF)