Jua Han (한주아)

Research Interests

Artificial Intelligence, Machine Learning, Human-Computer Interaction, and Music Technology

Education

• Dongguk University

  • M.S. in Computer Science and Artificial Intelligence  

  • Advisor: Jihie Kim

• Dongguk University

  • B.S. in Multimedia Engineering 

  • Graduated early

Experience

• Summer Visiting Researcher [Jun 2025 - Aug 2025]

  • BIG Lab, Carnegie Mellon University

  • Advisor: Jean Oh

• Undergraduate Research Intern [Nov 2023 - Jun 2025]

  • Smart Vision and Media Lab

  • Advisor: Sung In Cho

• Dongguk University Autonomous Vehicle Team [Jan 2023 - Jan 2024]

  • Perception & Decision-Making Team

• Likelion 10th [Mar 2022 - Feb 2023]

  • Backend Developer 

  • Site

• Dongguk University Alimi Development Team [May 2022 - May 2023]

  • Backend Developer

  • Official Kakao Talk Service for Dongguk University People

• Nexon MSW Supporters [Jul 2022 - Aug 2022]

  • Game Developer

  • Site

Publications

Han, J.*, Seo, J.*, Min, J.*, Choi, S., Seo, H., Kim, J., & Oh, J.  “Before We Trust Them: Decision-Making Failures in Navigation of Foundation Models.”  AAAI 2026 Summer Symposium Series (AI-Driven Resilience: Building Robust, Adaptive Technologies for a Dynamic World).  (* denotes equal contribution)  

Han, J., Park, J., Cha, M. H., & Cho, S. I. (2025). Research Trends in Copyright Infringement Prevention Techniques for Generative AI Models: Focusing on Style Imitation and Prevention Methods. Journal of Broadcast Engineering, 30(4), 546–560. [Google Scholar, DBpia (KCI) Top 5% paper]

Han, J., Sung, J. H., Kim, J. H., Lee, Y. J., Lee, G. M., & Cho, S. I. (2025). Adversarial Example Generation for Preventing Image Style Mimicry in Diffusion Models. The Institute of Electronics and Information Engineers, 5099–5103. [Google Scholar]

Park, K., Cha, M. H., Nam, H., Park, J. H., Lee, S., Han, J., Lee, H., & Cho, S. I. (2026). The Quiet Prompt: Erasing Ineffable Styles from Diffusion via Concept Embedding. Under review at NeurIPS 2026. 

Awards

Innovation Award, Autonomous Navigation Software Competition
Seoul National University  

Special Award, Seoul Virtual Autonomous Driving Challenge
MORAI, NAVER LABS, NAVER CLOUD  

Finalist, Creative Automotive Competition
Ministry of Land, Infrastructure and Transport
[Video, 2:08:00~]  

Merit Award, International University Autonomous Navigation Competition  

Merit Award, Capstone Design Value-Up Program
Dongguk University  

3rd Place, Adventure Design Contest
Dongguk University  

Teaching Assistant

AI Programming (with TensorFlow), Dongguk University

Web Programming, Dongguk University

Data Science Capstone Design, Dongguk University

Computer Networks and Security, Dongguk University

Beyond Research

HI-SW Volunteer Group (Dongguk University)
Vice President; Volunteer  

Creative Music Club “Mungge Cloud”
Planning Team Leader; Member  

Creative Problem Solving Project Team DAON
Overall Team Leader; Deep Learning Team Leader  

Capstone Design Value-Up Program Team DAON (2023)
Overall Team Leader; Deep Learning Team Leader  

IT Education Content Contest
Overall Coordinator  

Da-Vinci Program (10th Generation)
Member