I am Juyeob Lee, a Ph.D. candidate in Data eXperience Lab at Sungkyunkwan University, advised by Eunil Park.

Education

Ph.D. in Applied Artificial Intelligence
Mar 2021 ~ present
Sungkyunkwan University

B.Sc. in Computer Science and Engineering
Mar 2015 ~ Aug 2021
Sungkyunkwan University
SKKU Magna Cum Laude

Publications
(* = (co-)corresponding author, ** = equally contributions)

[2025]

TFBlender: a hybrid time series attention model with data-driven macroeconomic perspectives for ELS Knock-In prediction
Kyungjun Lee, Juyeob Lee*, Eunil Park*
Journal of Big Data (SCIE, JCR 2023 IF=8.6, Q1 in Computer Science, Theory & Methods)

Cost-Effective High-Speed DRAM Testing: Circuit-Level Enhancements with DLL-Based Clock Multiplication and ECC
Kyungjun Lee, Juyeob Lee, Eunil Park
ICICDT '25

ViCap-AD: video caption-based weakly supervised video anomaly detection
Junwoo Lim, Juyeob Lee*, Hyunji Kim, Eunil Park*
Machine Vision and Applications (SCIE, JCR 2023 IF=2.4, Q2 in Computer Science, Cybernetics)

[2024]

Enhancing Real-Time Traffic Volume Prediction: A Two-Step Approach of Object Detection and Time Series Modelling
Junwoo Lim, Juyeob Lee*, Chaehee An, Eunil Park*
IET Intelligent Transport Systems (SCIE, JCR 2023 IF=2.3, Q2 in Engineering, Electrical & Electronic)

Automated vehicle damage classification using the three-quarter view car damage dataset and deep learning approaches
Donggeun Lee, Juyeob Lee, Eunil Park*
Heliyon (SCIE, JCR 2023 IF=3.4, Q1 in Multidisciplinary Sciences)
[Dataset]

Solving Inverse Problems using Normalizing Flow Prior: Application to Optical Spectra
Junhyun Park, Juyeob Lee, Jungseek Hwang*
Physical Review B (SCIE, JCR 2023 IF=3.2, Q2 in Physics, Applied)

GGCU: Reviving Gate Mechanism in GNNs with Non-Attributed Graphs
Juyeob Lee, Donggeun Lee, Chaehee An,  Eunil Park*
AAAI-W '24 (GCLR)

[2022]

Development of AI-based Anomaly Detection Technology Model: the Case of Underground Facilities
(AI를 적용한 구조물 이상탐지 기술 개발: 지하매설시설을 중심으로)
Minyoung Lee, Juyeob Lee, Minsam Ko, Jinyoung Han, Eunil Park*
KSCE '22

Development of a Multimodal Pipeline Diagnosis Model for Heat-transfer Pipelines
(열수송관 이상 탐지를 위한 멀티 모달 인공지능 모델)
Minyoung Lee, Juyeob Lee, Hyunji Kim, Jinmo Lee, Minsu Park, Chaehee An, Junwoo Lim, Seunghee Han, Hongcheol Lee, Inju Hwang, Yeonho Kim, Eunil Park*
KSC '22

Project

[2021.01-2024.08] User-Centered Artificial Intelligence for Service Design
ICAN program (ICT 혁신인재4.0), IITP

[2021.06-2023.12] Core Technology Development for AI-based O&M Gas·Oil Plants
The Construction Technologies Program (Foster R&D Program), Korea Agency for Infrastructure Technology Advancement (KAIA)

[2021.04-2023.05] AI·Big data based Cyber Security Orchestration and Automated Response Technology Development
Development of Core Source Technologies for Information Security, IITP

Teaching

[Teaching Assistant]