Currently a Research Intern in PI-Lab at Seoul National University. I am working on Optimizing Neural Networks and developing Generalization algorithms.
I’ve conducted research in few-shot learning and model-compression, focusing on solving Out-Of-Distribution problems and improving performance in low-paramter situations.
I am currently a B.S in Computer Science at Sungkyunkwan University.
My research aims to develop foundation models for better generalization through optimization and interpretibility. I am particularly interested in Offline-RL, State-Space-modeling and Circuit base understanding of DNNs.
Always feel free to reach out to me with things you find exciting. Always open for new ideas :)
Contacts: jaheon555@g.skku.edu | GitHub | LinkedIn
| Jan, 2026 | Received Excellence Award in Undergraduate Paper Competition at KSC 2025 as a Sole Author for the paper Adaptation in Out-Of-Distribution via Sparse Autoencoders in Vision Transformers. |
| Dec, 2025 | Joined PI-Lab at Seoul National University as a Research Intern, focusing on optimizing Transformer architecture and solving Reasoning tasks in Vision-Language-Action Models. |
| Sep, 2025 | 1st Place in the 2025 Samsung AI Challenge. Competed individually and received 1st Prize Award for Optimizing Large Language Model. Awarded 7,500$ |
| Feb, 2025 | 2nd Place in the 20th Korean Economic Securities Derivatives Competition. Received Korea Exchange Chairman's Award for ETF design. Awarded 4,500$ |
| Jan, 2025 | Received Engineering Innovation Award from SungKyunKwan University for LLM-based Recommendation System project with iKooB Healthcare. |
MUART: Mobile-Use Agent Red-Teaming Framework
Under review
