Jonghyun Park

I'm a M.S. student at SNU Machine Perception and Reasoning Lab, advised by Prof. Jonghyun Choi.

I received my B.S. from Yonsei University under the supervision of Prof. Jong-Seok Lee.

My research interests lie in understanding how deep learning models learn and behave. Currently, I am researching the representation space of image classification models, with a focus on feature distribution across various architectures using different regularizations. Through this research, I aim to gain insight into the decision-making process of classification models and explain why their calibration and vulnerability to adversarial attacks vary.

Seoul National University Mar.2025 - Present

M.S. in Interdisciplinary Program in Artificial Intelligence (College of Engineering)

Yonsei University Mar.2020 - Feb.2025

B.S. in School of Integrated Technology (College of Computing) GPA : 4.2/4.3

Seoul National University, Machine Perception and Reasoning Lab Jan.2025 - Present

M.S. Student, advised by Prof. Jonghyun Choi

Yonsei University, Multimedia Computing and Machine Learning Lab Jan.2024 - Dec.2024

Research Intern, advised by Prof. Jong-Seok Lee

Yonsei University, Intelligent Unmanned Systems Lab Apr.2023 - Dec.2023

Research Intern, advised by Prof. Jiwon Seo

Impact of Regularization on Calibration and Robustness: From the Representation Space Perspective
Jonghyun Park, Juyeop Kim, Jong-Seok Lee
arXiv [pdf]

Chogang Scholarship, Korean Council on Foreign Relations Aug.2024

Academic Excellence Award, Yonsei University Feb.2024

Academic Excellence Award, Yonsei University Aug.2023