CV

Education

Hanyang University, Seoul, South Korea (Mar 2025 - Present)
- M.S./Ph.D. integrated program in Computer Science
- Advisor: Prof. Sungyoon Lee (LRNING Lab)
Hanyang University, Seoul, South Korea (Mar 2021 - Feb 2025)
- B.S. in Computer Science

Research Interests

Implicit bias of optimization
Generalization in deep learning
Training dynamics of neural networks
Edge of Stability
Flat-minima methods

Publications

[C] Conference · [J] Journal · [W] Workshop

[W] A Simple and Efficient Measure of Loss Landscape Curvature

Hee-Sung Kim, Sungyoon Lee

ICML Workshop on High-dimensional Learning Dynamics (HiLD), 2026

Download Paper | Poster |

[C] Gradient Descent with Large Step Size Restores Symmetry in Deep Linear Networks with Multi-Pathway

Hee-Sung Kim, Sungyoon Lee

ICML, 2026

Download Paper | arXiv | Poster | Slides |

[C] Inconsistency-Aware Minimization: Improving Generalization with Unlabeled Data

Hee-Sung Kim, Hyeonseong Kim, Sungyoon Lee

ICML, 2026

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[J] Deep Learning-Based Diagnosis of Temporomandibular Joint Osteoarthritis Using Whole-Body Bone Scans

Yeon-Hee Lee, Hee-Sung Kim, Seonggwang Jeon, Q-Schick Auh, Il Ki Hong, Sunju Choi, Fernando Guastaldi, Hyungsoon Im, Yung-Kyun Noh, Akhilanand Chaurasia

iScience, 2025

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