In-Woong Jeong,Han-Ju Lee, Gwang-Nam Kim, Seok-Hwan Choi,  "MalFormer: A Novel Vision Transformer Model for Robust Malware Analysis", IEEE Access, July 2025

Han-Ju Lee, Jin-Seong Kim, Gwang-Nam Kim, Seok-Hwan Choi,  "Grid-Based Adversarial Patch Placement Optimization for Enhanced Object Detection Attacks", The 16th International Conference on Ubiquitous and Future Networks (ICUFN), July 2025

Gwang-Nam Kim, Han-Ju Lee, Han-Jin Lee, Hyeon-Jin Jeong, Seok-Hwan Choi,  "AB-VIP: Attack method using Brightness information for Visibility Improvement of adversarial Perturbations on the NMS algorithm", IEEE Access, April 2025

Han-Ju Lee, Jin-Seoung Kim, Han-Jin Lee, Seok-Hwan Choi,  "POSES: Patch Optimization Strategies for Efficiency and Stealthiness Using eXplainable AI", IEEE Access, March 2025

Hyeon-Jin Jeong, Han-Jin Lee, Gwang-Nam Kim, Seok-Hwan Choi, "Self-MCKD: Enhancing the Effectiveness and Efficiency of Knowledge Transfer in Malware Classification", Electronics, March 2025

Jin-Seong Kim, Han-Jin Lee, Han-Ju Lee, Seok-Hwan Choi, "Advanced Analysis of Learning-Based Spam Email Filtering Methods Based on Feature Distribution Differences of Dataset", IEEE ACCESS, November 2024

Tae-Hoon Kim, Seok-Hwan Choi, Yoon-Ho Choi, "Instance-Agnostic and Practical Clean Label Backdoor Attack Method for Deep Learning Based Face Recognition Models", IEEE ACCESS, December 2023

Seok-Hwan Choi, Jinmyeong Shin, Yoon-Ho Choi, "PIHA: Detection method using perceptual image hashing against query-based adversarial attacks", Future Generation Computer Systems, April 2023

Jae-Seok Kim, Jinmyeong Shin, Seok-Hwan Choi, Yoon-Ho Choi, "A study on prevention and automatic recovery of blockchain networks against persistent censorship attacks", IEEE ACCESS, Oct. 2022

Seok-Hwan Choi, Tae-u Bahk, Sungyong Ahn, Yoon-Ho Choi, "Clustering Approach for Detecting Multiple Types of Adversarial Examples", Sensors, May. 2022

Seon-Jin Hwang, Seok-Hwan Choi, Jinmyeong Shin, Yoon-Ho Choi, “CodeNet: CodeTargeted Convolutional Neural Network Architecture for Smart Contract Vulneratbility Detection”, IEEE ACCESS, Mar. 2022.

Seok-Hwan Choi, Jinmyeong Shin, Peng Liu, Yoon-Ho Choi, “ARGAN: Adversarially Robust Generative Adversarial Networks for Deep Neural Networks against Adversarial Examples”, IEEE ACCESS, Mar. 2022.

Do-Yeon Hwang, Seok-Hwan Choi, Jinmyeong Shin, Moonkyu Kim, Yoon-Ho Choi, “GAN-Based ROI Image Translation Method for Predicting Image after Hair Transplant Surgery”, Electronics, Dec. 2021.

Jinmyeong Shin, Seok-Hwan Choi, Yoon-Ho Choi, “Is Homomorphic Encryption-Based Deep Learning Secure Enough?”, Sensors, Dec. 2021. 

Seok-Hwan Choi, Jinmyeong Shin, Peng Liu, Yoon-Ho Choi, “EEJE: Two-Step Input Transformation for Robust DNN against Adversarial Examples”, IEEE Transactions on Network Science and Engineering (TNSE), Jun. 2021.

DongHyun Ko, Seok-Hwan Choi, Sungyong Ahn, Yoon-Ho Choi, “Robust Indoor Localization Methods Using Random Forest-Based Filter against MAC Spoofing Attack”, Sensors, Nov. 2020.

DongHyun Ko, Seok-Hwan Choi, Jinmyeong Shin, Peng Liu, Yoon-Ho Choi, “Structural Image De-Identification for Privacy-Preserving Deep Learning”, IEEE ACCESS, Jun. 2020.

Seok-Hwan Choi, Jinmyeong Shin, Yoon-Ho Choi, “Dynamic Nonparametric Random Forest Using Covariance”, Security and Communication Networks, Mar. 2019.

Seok-Hwan Choi, Jinmyeong Shin, Peng Liu, Yoon-Ho Choi, “Robustness Analysis of CNN-based Malware Family Classification Methods Against Various Adversarial Attacks”, 2019 IEEE Conference on Communications and Network Security (CNS), Jun. 2019.

Jinmyeong Shin, Seok-Hwan Choi, Peng Liu, Yoon-Ho Choi, “Unsupervised multi-stage attack detection framework without details on single-stage attacks”, Future Generation Computer Systems, May. 2019.

Doo-Hee Hwang, Seok-Hwan Choi, Jinmyeong Shin, Giltae Song, Yoon-Ho Choi, “PrivacyPreserving Compressed Reference-Oriented Alignment Map Using Decentralized Storage”, IEEE ACCESS, Aug. 2018.

Seok-Hwan Choi, DongHyun Ko, Seon-Jin Hwang, Yoon-Ho Choi, “Memory-Efficient Random Forest Generation Method for Network Intrusion Detection”, 2018 Tenth International Conference on Ubiquitous and Future Networks (ICUFN), Jul. 2018.

Seok-Hwan Choi, Doo-Hee Hwang, Yoon-Ho Choi, “Wireless intrusion prevention system using dynamic random forest against wireless MAC spoofing attack”, 2017 IEEE Conference on Dependable and Secure Computing (DSC), Aug. 2017.

Yoon-Ho Choi, WooJin Park, Seok-Hwan Choi, Seung-Woo Seo, “STEAL: Service TimeAware Load balancer on many-core processors for fast intrusion detection”, IEEE INFOCOM 2016 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Apr. 2016.

Seok-Hwan Choi, Da-Hyeon Kim, Yoon-Ho Choi, “Timely login status control using mobile app”, 2015 IEEE Conference on Communications and Network Security (CNS), Sep. 2015.