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---
layout: about
title: About
---
<div style="display: flex; align-items: center; gap: 30px; margin-bottom: 15px;">
<img src="/Image/heejun/selfpicture3.jpg" alt="HeeJun Kim" style="width: 220px; height: 220px; border-radius: 50%; object-fit: cover;">
<div>
<h2>Heejun Kim</h2>
<p style="font-size: 16px; color: #888; margin-bottom: 8px;">
📍 Gwangju Institute of Science and Technology (GIST)
</p>
<p style="font-size: 18px; color: #666; margin-bottom: 10px;">
<strong>Major:</strong> Electrical Engineering & Computer Science<br>
<strong>Minor:</strong> AI & Mathematics
</p>
<p style="font-size: 16px; color: #888;">
<a href="mailto:ya2298yay@gmail.com" style="color: #3498db; text-decoration: none;">Mail</a> |
<a href="/docs/HeejunKim_CV.pdf" target="_blank" style="color: #3498db; text-decoration: none;">CV</a> |
<a href="https://github.com/heejunkim00" target="_blank" style="color: #3498db; text-decoration: none;">GitHub</a> |
<a href="https://scholar.google.com/citations?user=8mr04CUAAAAJ&hl=ko" target="_blank" style="color: #3498db; text-decoration: none;">Google Scholar</a>
</p>
</div>
</div>
<!-- Personal Statement -->
<div style="margin-bottom: 15px; padding: 20px; background-color: #f8f9fa; border-radius: 8px; border-left: 4px solid #3498db;">
<p style="font-size: 16px; color: #555; line-height: 1.6; margin-bottom: 10px;">
I am a senior undergraduate student at <a href="https://www.gist.ac.kr/" target="_blank" style="color: #3498db; text-decoration: none;">GIST</a> with a deep fascination for AGI, LLM reasoning, and efficient AI inference. My research focuses on understanding how intelligent systems can improve their reasoning capabilities through interaction and adaptation.
</p>
<p style="font-size: 16px; color: #555; line-height: 1.6; margin-bottom: 10px;">
Currently, I am conducting research on LLM uncertainty-based agentic memory at the <a href="https://www.snu-laal.com/" target="_blank" style="color: #3498db; text-decoration: none;">Learning and Adaptation Algorithm Lab</a> under <a href="https://www.snu-laal.com/" target="_blank" style="color: #3498db; text-decoration: none;">Prof. Taesup Kim</a>'s supervision. I am also working on LLM with reinforcement learning at the <a href="https://sundong.kim/" target="_blank" style="color: #3498db; text-decoration: none;">Data Science Lab</a> under <a href="https://scholar.google.com/citations?user=3yQIQfAAAAAJ&hl=en" target="_blank" style="color: #3498db; text-decoration: none;">Prof. Sundong Kim</a>'s supervision.
</p>
<p style="font-size: 16px; color: #555; line-height: 1.6; margin: 0;">
Through the Korea-Germany Junior Research Fellowship, I had the opportunity to work as a visiting researcher at <a href="https://www.fz-juelich.de/" target="_blank" style="color: #3498db; text-decoration: none;">Forschungszentrum Jülich</a>'s INM-7 institute directed by <a href="https://scholar.google.com/citations?user=wjpISMAAAAAJ&hl=de" target="_blank" style="color: #3498db; text-decoration: none;">Prof. Simon B. Eickhoff</a>, where I investigated the intersection of neuroscience and machine learning through brain connectivity analysis.
</p>
</div>
<!-- Education Section -->
<section style="margin-bottom: 12px;">
<h3 id="education" style="color: #2c3e50; border-bottom: 2px solid #3498db; padding-bottom: 10px; display: flex; align-items: center;">
<img src="/Image/icon/icons8-graduation-cap-64.png" style="width: 24px; height: 24px; margin-right: 10px;">
Education
</h3>
<div style="margin-bottom: 5px;">
<div style="color: #34495e; margin-bottom: 3px; font-weight: bold; font-size: 18px;">Gwangju Institute of Science and Technology (GIST)</div>
<p style="color: #7f8c8d; margin-bottom: 3px;"><strong>February 2020 - Present</strong></p>
<ul style="margin-left: 20px; color: #555; margin-top: 3px;">
<li>B.S Major: Electrical Engineering and Computer Science</li>
<li>GPA: 4.21/4.50</li>
</ul>
</div>
<div style="margin-bottom: 5px;">
<div style="color: #34495e; margin-bottom: 3px; font-weight: bold; font-size: 18px;">University of California, Berkeley (UC Berkeley)</div>
<p style="color: #7f8c8d; margin-bottom: 3px;"><strong>June 2024 - August 2024</strong></p>
<ul style="margin-left: 20px; color: #555; margin-top: 3px;">
<li>Summer Session, GPA: 4.0/4.0</li>
<li>Coursework: Introduction to Artificial Intelligence, Principles & Techniques of Data Science</li>
</ul>
</div>
</section>
<!-- Research Experience Section -->
<section style="margin-bottom: 12px;">
<h3 id="research-experience" style="color: #2c3e50; border-bottom: 2px solid #3498db; padding-bottom: 10px; display: flex; align-items: center;">
<img src="/Image/icon/icons8-optical-microscope-64.png" style="width: 24px; height: 24px; margin-right: 10px;">
Research Experience
</h3>
<div style="margin-bottom: 12px;">
<div style="color: #34495e; margin-bottom: 3px; font-weight: bold; font-size: 18px;">Learning and Adaptation Algorithm Lab - Research Assistant</div>
<p style="color: #7f8c8d; margin-bottom: 3px;">Seoul National University (SNU) | <strong>Jan 2026 - Present</strong></p>
<p style="color: #666; margin-bottom: 5px;"><em>Supervised by <a href="https://www.snu-laal.com/" target="_blank" style="color: #3498db; text-decoration: none;">Prof. Taesup Kim</a></em></p>
<ul style="margin-left: 20px; color: #555; margin-top: 3px;">
<li>Conducting research on Agentic Memory Using LLM Uncertainty Estimation</li>
</ul>
</div>
<div style="margin-bottom: 12px;">
<div style="color: #34495e; margin-bottom: 3px; font-weight: bold; font-size: 18px;">Data Science Lab - Research Assistant</div>
<p style="color: #7f8c8d; margin-bottom: 3px;">Gwangju Institute of Science and Technology (GIST) | <strong>Feb 2025 - Present, Jan 2024 - June 2024</strong></p>
<p style="color: #666; margin-bottom: 5px;"><em>Supervised by <a href="https://sundong.kim/" target="_blank" style="color: #3498db; text-decoration: none;">Prof. Sundong Kim</a></em></p>
<ul style="margin-left: 20px; color: #555; margin-top: 3px;">
<li>Developed architecture applying generative models to reinforcement learning for Abstract Reasoning Corpus (ARC)</li>
<li>Researched test-time adaptation with reinforcement learning for self-improving reasoning capabilities of large language models</li>
</ul>
</div>
<div style="margin-bottom: 5px;">
<div style="color: #34495e; margin-bottom: 3px; font-weight: bold; font-size: 18px;">Forschungszentrum Jülich - Visiting Researcher</div>
<p style="color: #7f8c8d; margin-bottom: 3px;"><strong>September 2024 - February 2025</strong></p>
<p style="color: #666; margin-bottom: 5px;"><em>Host Institute: INM-7, directed by <a href="https://scholar.google.com/citations?user=wjpISMAAAAAJ&hl=de" target="_blank" style="color: #3498db; text-decoration: none;">Prof. Simon B. Eickhoff</a> and contributed to Mathematical Neuroscience Group led by <a href="https://www.researchgate.net/scientific-contributions/Oleksandr-V-Popovych-39245813" target="_blank" style="color: #3498db; text-decoration: none;">Dr. Oleksandr Popovych</a></em></p>
<ul style="margin-left: 20px; color: #555; margin-top: 3px;">
<li>Developed preprocessing pipeline for multi-modal MRI human connectome data using High-Performance Computing (HPC) and HyperThreading technology</li>
<li>Korea-Germany Junior Research Fellowship 2024 organized by Max Planck Korea</li>
<li>Funded by National Research Foundation of Korea (NRF): 12,000,000KRW (8,197EUR)</li>
</ul>
</div>
</section>
<!-- Publications Section -->
<section style="margin-bottom: 12px;">
<h3 id="publications" style="color: #2c3e50; border-bottom: 2px solid #3498db; padding-bottom: 10px; display: flex; align-items: center;">
<img src="/Image/icon/icons8-books-64.png" style="width: 24px; height: 24px; margin-right: 10px;">
Publications
</h3>
<div style="margin-bottom: 10px;">
<div style="color: #34495e; margin-bottom: 3px; font-weight: bold; font-size: 18px;">Efficient Epistemic Uncertainty Estimation for Large Language Models via Knowledge Distillation</div>
<p style="color: #666; margin-bottom: 3px;"><em>Seonghyeon Park, Jewon Yeom, Jaewon Sok, Jeongjae Park, <strong>Heejun Kim</strong>, Taesup Kim</em></p>
<p style="color: #7f8c8d; font-size: 14px;">
arXiv:2602.01956 |
<a href="https://arxiv.org/abs/2602.01956" target="_blank" style="color: #3498db; text-decoration: none;">Paper</a>
</p>
</div>
<div style="margin-bottom: 5px;">
<div style="color: #34495e; margin-bottom: 3px; font-weight: bold; font-size: 18px;">Diffusion-Based Offline RL for Improved Decision-Making in Augmented ARC Task</div>
<p style="color: #666; margin-bottom: 3px;"><em>Yunho Kim, Jaehyun Park, <strong>Heejun Kim</strong>, Sejin Kim, Byung-Jun Lee, Sundong Kim</em></p>
<p style="color: #7f8c8d; font-size: 14px;">
arXiv:2410.11324 |
<a href="https://arxiv.org/abs/2410.11324" target="_blank" style="color: #3498db; text-decoration: none;">Paper</a>
</p>
</div>
</section>
<!-- Honors & Awards Section -->
<section style="margin-bottom: 12px;">
<h3 id="honors" style="color: #2c3e50; border-bottom: 2px solid #3498db; padding-bottom: 10px; display: flex; align-items: center;">
<img src="/Image/icon/icons8-medals-64.png" style="width: 24px; height: 24px; margin-right: 10px;">
Honors & Awards
</h3>
<ul style="margin-left: 20px; color: #555;">
<li><strong>Government Scholarship, GIST</strong> (Mar 2020 - Present)</li>
<li><strong>Government STEM Scholarship</strong> (Mar 2020 - Present)</li>
<li><strong>Dean's List, College of Information and Computing, GIST</strong> (Spring 2025, Fall 2025)</li>
<li><strong>Korea-Germany Junior Research Fellowship Program 2024</strong> (Sep 2024 - Feb 2025)</li>
<li><strong>GIST International Internship Support Program</strong> (Sep 2024 - Feb 2025)</li>
<li><strong>Hyundai AI Challenge</strong> - Top 25/330 teams (Sep 2023 - Oct 2023)</li>
</ul>
</section>