Dr. Jimyeong Kim

Postdoc

• Real-Image-Driven Image Synthesis Using Text-to-Image Foundation Models: Improving Personalization and Advancing Editing

Dr. Jungwon Park

Postdoc

• Characterizing the Roles of Attention Heads in Generative Models: Text-to-Image Diffusion Models and Large Language Models

Jungmin Ko

Ph.D. Candidate

• Multimodal Deep Learning

• Deep Learning in Healthcare

Changin Choi

Ph.D. Candidate

• Retrieval-Augmented Generation

• Multimodal Search and Reasoning

Wonseok Lee

Ph.D. Candidate

• Continual Learning

• Diffusion Language Models

Dr. Jeongyun Han

Assistant Prof., Univ. of Seoul

Alumnus (Ph.D., 2019.2)

• Utilizing Online Activity Data to Improve Face-to-Face Collaborative Learning in Technology-Enhanced Learning Environments

Seungwook Kim

CEO, Intellectus

Alumnus (MS, 2016.8)

• Churn prediction of Casual Mobile Games

Dr. Daeyoung Choi

Assistant Prof., The Cyber University of Korea

Data Scientist, SAKAK

Alumnus (Ph.D., 2019.2)

• Deep Network Regularization with Representation Shaping

Dr. Changho Shin

Postdoc, Princeton University 

Alumnus (MS, 2017.2)

• Application of Traditional ML and DNN Tehcniques on Energy Disaggregation with 10Hz AMI Dataset

Dr. Eunjung Lee

Senior Data Science Analyst, Mayo Clinic

Alumnus (Ph.D., 2021.2)

• Improving Individual-level Short-term Electric Load Forecasting for Residential Demand Response

Dr. Hyunghun Cho

Noul

Alumnus (Ph.D., 2021.8)

• Robust Algorithms for Hyperparameter Optimization of Deep Neural Networks

Won Shin

ONYX InSight

Alumnus (MS, 2019.8)

• On the Effects of Image-based Algorithmic Suggestions to Bearing Fault Inspectors

Seungeun Rho

Ph.D. candidate, Georgia Tech.

Alumnus (MS, 2017.8)

• A Unified Approach on Bayesian Optimization of Deep Neural Network

Dr. Kyungeun Lee

Assistant Prof., Inha University

Alumnus (Ph.D., 2023.2)

• Understanding Mutual Information in Contrastive Representation Learning

Dr. Yongjae Lee

Associate Prof., UNIST

Alumnus (BK Assistant Professor 2017-2018)

• Financial Engineering

• Portfolio Optimization

• AI for finance 

Dr. Moonjung Eo

LG AI Research

Alumnus (Ph.D., 2023.8)

• Towards an Effective Low-rank Compression of Neural Networks

Dr. Euna Jung

Samsung Advanced Institute of Technology

Alumnus (Ph.D., 2024.2)

• Improving Fine-tuning of Language Models with an Emphasis on Isotropy and Rank

Dr. Jungwook Shin

@Europe

Alumnus (Ph.D., 2024.2)

• Enhancing Autonomous Driving: Diversified and Realistic 3D Augmentation and Contextual Background Understanding

Sedong Kim

SK Hynix

Alumnus (MS, 2019.8)

• Enhancing Attribute-factorized Representations in Variational Autoencoder by Regularizing Multiple Mutual Information Elements

Dr. Duhun Hwang

NAVER

Alumnus (Ph.D., 2024.2)

• Towards a Better Evaluatuion of Domain Generalization

Dr. Jaekeol Choi

Assistant Prof., Hankuk University of Foreign Studies

Alumnus (Ph.D., 2022.8)

• Improving Bi-encoder Neural Ranking Models using Knowledge Distillation and Lightweight Fine-tuning

Dr. Jaeill Kim

LINE Investment Technologies

Alumnus (Ph.D., 2024.2)

• Enhancing Deep Representation Learning through von Neumann Entropy Regularization

Yoonah Lee

LVIS

Alumnus (MS, 2021.8)

• Improving Adversarial Robustness Using Pixel Intensity Encryption

Dr. Jangwon Suh

MedInTech

Alumnus (Ph.D., 2025.2)

• A Comprehensive Study of Feature Attribution Methods for Deep Learning-Based Electrocardiogram Analysis

Dr. Suhyun Kang

Samsung Research

Alumnus (Ph.D., 2024.8)

• Geometry-Adaptive Meta-Learning via Preconditioned Gradient Descent

Jinwoo Park

Samsung Advanced Institute of Technology

Alumnus (MS, 2023.8)

• Data Augmentation, Stabilization and Negative Sample Generation Methods for Improving Sentence Embeddings of SimCSE

Sungjun Lim

MINDS AND COMPANY

Alumnus (MS, 2024.8)

• Effective Retrieval-Augmented Audio Captioning with Aligned Knowledge Base

Wonkyun Kim

Samsung Visual Display Business

Alumnus (MS, 2025.2)

• An Image Grid Can be Worth a Video: Zero-shot Video Question Answering Using a VLM

Dongnam Byun

Samsung Research

Alumnus (MS, 2026.2)

• DOS: Directional Object Separation in Text Embeddings for Multi-Object Image Generation

Donghun Lee

ETRI

Alumnus (Ph.D. 수료)

Jaeseung Park

Ph.D. student, CS, Univ. of Wisconsin-Madison

Alumnus (Intern)