Researcher profile · Semantic Scholar

Junyoung Byun

Seoul National University

ORCID iD 0000-0001-8752-0305

h-index: 10
Works: 25
Citations: 247

Most-cited papers

HE-Friendly Algorithm for Privacy-Preserving SVM Training
Saerom Park, Junyoung Byun, Joohee Lee, J. Cheon +1 more
2020IEEE Access43 citations Open access
Semantic Scholar
Atomic cross-chain settlement model for central banks digital currency
Yunyoung Lee, B. Son, H. Jang, Junyoung Byun +2 more
2021Information Sciences31 citations
Semantic Scholar
Privacy-Preserving Fair Learning of Support Vector Machine with Homomorphic Encryption
Saerom Park, Junyoung Byun, Joohee Lee
2022The Web Conference28 citations
Semantic Scholar
Efficient differentially private kernel support vector classifier for multi-class classification
Jinseong Park, Yujin Choi, Junyoung Byun, Jaewook Lee +1 more
2022Information Sciences21 citations
Semantic Scholar
Fair Clustering with Fair Correspondence Distribution
Woo-Jin Lee, Hyungjin Ko, Junyoung Byun, Taeho Yoon +1 more
2021Information Sciences15 citations
Semantic Scholar
A privacy-preserving robo-advisory system with the Black-Litterman portfolio model: A new framework and insights into investor behavior
Hyungjin Ko, Junyoung Byun, Jaewook Lee
2023Journal of international financial markets, institutions, and money14 citations
Semantic Scholar
A Privacy-preserving mean–variance optimal portfolio
Junyoung Byun, Hyungjin Ko, Jaewook Lee
2023Finance Research Letters14 citations
Semantic Scholar
Security-preserving Support Vector Machine with Fully Homomorphic Encryption
Saerom Park, Jaewook Lee, Jung Hee Cheon, Juhee Lee +2 more
2019SafeAI@AAAI12 citations
Semantic Scholar
Efficient homomorphic encryption framework for privacy-preserving regression
Junyoung Byun, Saerom Park, Yujin Choi, Jaewook Lee
2022Applied intelligence (Boston)11 citations
Semantic Scholar
Safeguarding Privacy of Retrieval Data against Membership Inference Attacks: Is This Query Too Close to Home?
Yujin Choi, Youngjoo Park, Junyoung Byun, Jaewook Lee +1 more
2025Conference on Empirical Methods in Natural Language Processing10 citations Open access
Semantic Scholar
Parameter-free HE-friendly Logistic Regression
Junyoung Byun, Woo-Jin Lee, Jaewook Lee
2021Neural Information Processing Systems10 citations
Semantic Scholar
Privacy‐preserving evaluation for support vector clustering
Junyoung Byun, J. Lee, Saerom Park
20207 citations Open access
Semantic Scholar
Loss-Driven Adversarial Ensemble Deep Learning for On-Line Time Series Analysis
Hyungjin Ko, Jaewook Lee, Junyoung Byun, B. Son +1 more
2019Sustainability7 citations Open access
Semantic Scholar
Improving the Utility of Differentially Private Clustering through Dynamical Processing
Junyoung Byun, Yujin Choi, Jaewoo Lee
2023Pattern Recognition5 citations Open access
Semantic Scholar
Variational cycle-consistent imputation adversarial networks for general missing patterns
Woo-Jin Lee, Sungyoon Lee, Junyoung Byun, Hoki Kim +1 more
2022Pattern Recognition5 citations
Semantic Scholar
Balancing Explainability and Privacy in Bank Failure Prediction: A Differentially Private Glass-Box Approach
Junyoung Byun, Jaewook Lee, Hyeongyeong Lee, B. Son
2025IEEE Access4 citations Open access
Semantic Scholar
Advancing financial privacy: A novel integrative approach for privacy-preserving optimal portfolio
Hyungjin Ko, Jaewook Lee, Junyoung Byun
2025Future generations computer systems3 citations Open access
Semantic Scholar
Privacy-preserving inference resistant to model extraction attacks
Junyoung Byun, Yujin Choi, Jaewook Lee, Saerom Park
2024Expert systems with applications3 citations
Semantic Scholar
Differentially private upsampling for enhanced anomaly detection in imbalanced data
Yujin Choi, Jinseong Park, Youngjoo Park, Jaewook Lee +1 more
2026Engineering applications of artificial intelligence2 citations
Semantic Scholar
Leveraging Programmatically Generated Synthetic Data for Differentially Private Diffusion Training
Yujin Choi, Jinseong Park, Junyoung Byun, Jaewook Lee
2024arXiv.org2 citations
Semantic Scholar
Fast and Differentially Private Fair Clustering
Junyoung Byun, Jaewook Lee
2023International Joint Conference on Artificial Intelligence1 citations Open access
Semantic Scholar
Structural evaluation of segmentation–detection integrated models for abnormal tooth diagnosis on panoramic X-rays
Hyeongyeong Lee, Junyoung Byun
2026Korean Journal of Applied Statistics0 citations
Semantic Scholar
SeoulMMOD: A Large-Scale Multimodal Origin-Destination Flow Benchmark
Taeyoung Yu, Seonbin Jo, Jiwon Kim, Junyoung Byun
20260 citations
Semantic Scholar
Communication-Efficient Federated Traffic Prediction via Hierarchical Split Learning
Taeyoung Yu, Jiwon Kim, Junyoung Byun
2026IEEE transactions on intelligent transportation systems (Print)0 citations
Semantic Scholar
Homomorphic encryption-based fault diagnosis in IoT-enabled industrial systems
Hoki Kim, Youngdoo Son, Junyoung Byun
2025International Journal of Information Security0 citations
Semantic Scholar

Hyungjin Ko

×5

Jinseong Park×4

B. Son×3

Woo-Jin Lee×3

Joohee Lee×2

Jaewook Lee×2

Youngjoo Park×2

Hoki Kim×2