“The LORD will fight for you; you need only to be still.”

Exodus 14:14

Portrait of Jun Hyuk Kwon

ABOUT ME

Junhyuk Kwon

Integrated M.S./Ph.D. Student in Cybersecurity

School of Cybersecurity
Korea University, Seoul, Republic of Korea

I am an integrated M.S./Ph.D. student at PQSnC Lab, School of Cybersecurity, Korea University, advised by Prof. Changmin Lee. My research focuses on modern cryptography, with a particular interest in two-party computation, especially private set operations and private information retrieval. I am also interested in homomorphic encryption, privacy-preserving machine learning, and cryptanalysis.

Advisor
Prof. Changmin Lee
Location
Seoul, Republic of Korea

UPDATES

News

Academic homepage launched

I launched this website to share my research, publications, and academic activities.

Joined Korea University

I started the integrated M.S./Ph.D. program at the Graduate School of Information Security.

RESEARCH

Research Interests

My current research centers on efficient two-party computation, especially private set operations and private information retrieval, together with homomorphic encryption, privacy-preserving machine learning, and cryptanalysis.

01

Homomorphic Encryption

Efficient encrypted computation, SIMD packing, key switching, ring switching, and HE-based protocol design.

02

Two-Party Computation

Private set operations, private information retrieval, secure membership testing, and communication-efficient secure computation.

03

Privacy-Preserving Machine Learning

Cryptographic techniques for secure inference and privacy-preserving data processing, with an emphasis on practical HE and MPC-based constructions.

04

Cryptanalysis

Structural and algebraic analysis of modern cryptographic schemes, including lattice-based constructions and evaluation-key-related security issues.

BACKGROUND

Education

2026.03–Present

Integrated M.S./Ph.D. in Information Security

School of Cybersecurity, Korea University

Advisor: Prof. Changmin Lee

2019.03–2026.02

B.S. in Mathematics and Computer Science and Engineering

Konkuk University

PUBLICATIONS

Publications

Under Review

  1. “Efficient Secret-Shared Private Membership Tests for Private Set Operations via Batched Homomorphic OKVS Decoding”

    Hyun Ji Kwag, Junhyuk Kwon, Changmin Lee, Yongha Son

    Under review, 2026.

  2. “Security Analysis and Better Construction for Private Join and Compute”

    Junhyuk Kwon, Yujeong An, Gaeun Kim, Yongha Son, Yujeong Sung

    Under review, 2026.

TEACHING

Teaching

Korea University (TA)

2026 Spring

  • DISCRETE MATHEMATICS

2026 Fall

  • MODERN CRYPTOGRAPHY
  • MATHEMATICS FOR SMART SECURITY

Konkuk University (TA)

2023 Spring

  • COMPUTATIONAL THINKING

2023 Fall

  • COMPUTATIONAL THINKING

INTELLECTUAL PROPERTY

Patents

2026.06

METHOD AND APPARATUS FOR DECODING OBLIVIOUS KEY-VALUE STORE

Hyun Ji Kwag, Junhyuk Kwon, Changmin Lee, Yongha Son

Republic of Korea Patent Application No. 10-2026-0113630.