Archive · ISR · Lab-PMS

Publications

연구실의 모든 국제/국내 학회·저널 논문 및 특허입니다. 저자, 학회, 연도, 타입으로 필터링할 수 있습니다.

108 / 108 publications

2026

24 entries

[01]
Jin-Seong Kim, Han-Ju Lee, Seok-Won Hong, Takeshi Takahashi, Chansu Han, Tomohiro Morikawa, Seok-Hwan Choi^† (2026).
In ACM CCSInt'l Conf.In Press
[02]
Jae-Hwan Jeong, Chan-Seuk Oh, Seok-Hwan Choi^† (2026).
In AVSSInt'l Conf.In Press
[03]
Chan-Seuk Oh, Jae-Hwan Jeong, Seok-Hwan Choi^† (2026).
In AVSSInt'l Conf.In Press
[04]
Hyeon-Jin Jung, Han-Jin Lee, Seok-Hwan Choi^† (2026).
In CVPRInt'l Conf.
- Knowledge Distillation
- Logit-based Distillation
- Instance-wise knowledge
- Direction-wise knowledge
PDF Project
[05]
Han-Ju Lee, Jin-Seong Kim, Seok-Hwan Choi^† (2026).
In ICUFNInt'l Conf.In Press
- Model Merging
- Backdoor Attack
- Vision Language Model
[06]
Jin-Seong Kim, Han-Ju Lee, Hyeon-Jin Jung, Seok-Hwan Choi^† (2026).
In ICUFNInt'l Conf.In Press
- Large Language Models
- AI Safety
- Jailbreaking
- Prompt Engineering
- Vulnerability Analysis
[07]
Hyeon-Jin Jung, Seok-Won Hong, Jae-Hwan Jeong, Seok-Hwan Choi^† (2026).
In ICUFNInt'l Conf.In Press
[08]
Ji-Hyun Choi, Seok-Won Hong, Hyeon-Jin Jung, Seok-Hwan Choi^† (2026).
In ElectronicsInt'l Journal
Project
[09]
Gwang-Nam Kim, Han-Ju Lee, In-Woong Jeong, Jinmyeong Shin, Seok-Hwan Choi^† (2026).
In IEEE AccessInt'l Journal
DOI
[10]
Seong-Joon Chang, Han-Ju Lee, Ji-Hyun Choi, Seok-Hwan Choi (2026).
In 한국정보보호학회 논문지Dom. Journal
- Federated Learning
- Data Heterogeneous
- Android Malware
- Loss Based Aggregation
[11]
Jae-Hwan Jeong, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회 논문지Dom. Journal
[12]
Hyeon-Jin Jung, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
[13]
Han-Jin Lee, Jae-Hwan Jeong, Hyeon-Jin Jung, Su-Yeon Park, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
PDF
[14]
Ji-Hyun Choi, Seok-Won Hong, Ye-Chan Yu, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
PDF
[15]
Jae-Hwan Jeong, Hyeon-Jin Jung, Han-Jin Lee, Su-Yeon Park, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
[16]
Su-Yeon Park, Han-Jin Lee, Hyeon-Jin Jung, Jae-Hwan Jeong, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
[17]
Jae-Kyeom Kim, Jun-Woo Choi, Jin-Seong Kim, Han-Ju Lee, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
[18]
Chan-Seuk Oh, Seong-Joon Chang, Ju-Young Kim, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
[19]
Han-Ju Lee, Jin-Seong Kim, Jae-Kyeom Kim, Jun-Woo Choi, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
PDF
[20]
Jun-Woo Choi, Jae-Kyeom Kim, Jin-Seong Kim, Han-Ju Lee, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
[21]
Seong-Joon Chang, Chan-Seuk Oh, Ju-Young Kim, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
PDF
[22]
Seok-Won Hong, Ji-Hyun Choi, Ye-Chan Yu, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
PDF
[23]
Ye-Chan Yu, Seok-Won Hong, Ji-Hyun Choi, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
PDF
[24]
Jin-Seong Kim, Han-Ju Lee, Jae-Kyeom Kim, Jun-Woo Choi, Seok-Hwan Choi^† (2026).
In 한국지능시스템학회Dom. Conf.
PDF

2025

28 entries

[01]
Han-Ju Lee, Jin-Seong Kim, Gwang-Nam Kim, Seok-Hwan Choi^† (2025).
In ICUFNInt'l Conf.
[02]
Hyeon-Jin Jung, Han-Jin Lee, Gwang-Nam Kim, Seok-Hwan Choi^† (2025).
In ElectronicsInt'l Journal
DOI
[03]
Gwang-Nam Kim, Han-Ju Lee, Han-Jin Lee, Hyeon-Jin Jung, Seok-Hwan Choi^† (2025).
In IEEE AccessInt'l Journal
DOI
[04]
In-Woong Jeong, Han-Ju Lee, Gwang-Nam Kim, Seok-Hwan Choi^† (2025).
In IEEE AccessInt'l Journal
DOI
[05]
Han-Ju Lee, Jin-Seong Kim, Han-Jin Lee, Seok-Hwan Choi^† (2025).
In IEEE AccessInt'l Journal
DOI
[06]
Han-Ju Lee, Gwang-Nam Kim, Seok-Hwan Choi^† (2025).
In 한국정보보호학회 논문지Dom. Journal
DOI
[07]
Chan-Seuk Oh, In-Woong Jeong, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회 논문지Dom. Journal
[08]
Jae-Hwan Jeong, Gwang-Nam Kim, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회 논문지Dom. Journal
DOI
[09]
하지혁, 김혜빈, 한동식, 고민균, Seok-Hwan Choi^† (2025).
In 정보보호학회Dom. Conf.
[10]
Jun-Woo Choi, 김태용, Su-Yeon Park, Ye-Chan Yu, Seok-Hwan Choi^† (2025).
In 정보보호학회Dom. Conf.
[11]
윤상원, 고강민, 진예찬, Seok-Hwan Choi^† (2025).
In 정보보호학회Dom. Conf.
[12]
Han-Jin Lee, Han-Ju Lee, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회Dom. Conf.
[13]
Yu-Won Kim, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회Dom. Conf.
[14]
Seok-Won Hong, In-Woong Jeong, Han-Jin Lee, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회Dom. Conf.
[15]
Chan-Seuk Oh, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회Dom. Conf.
[16]
Jae-Hwan Jeong, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회Dom. Conf.
[17]
Seong-Joon Chang, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회Dom. Conf.
[18]
Seong-Joon Chang, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회Dom. Conf.
[19]
Ji-Hyun Choi, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회Dom. Conf.
[20]
Jin-Seong Kim, Han-Ju Lee, Gwang-Nam Kim, Hyeon-Jin Jung, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회Dom. Conf.
[21]
Hyeon-Jin Jung, Seok-Hwan Choi^† (2025).
In 한국지능시스템학회Dom. Conf.
[22]
Jin-Seong Kim, Hyeon-Jin Jung, Seok-Hwan Choi (2025).
In KR 10-0002872Patent
[23]
Hyeon-Jin Jung, Gwang-Nam Kim, Seok-Hwan Choi (2025).
In KR 10-0054917Patent
[24]
Gwang-Nam Kim, Han-Ju Lee, Han-Jin Lee, Hyeon-Jin Jung, Seok-Hwan Choi (2025).
In KR 10-0054921Patent
[25]
In-Woong Jeong, Han-Ju Lee, Gwang-Nam Kim, Seok-Hwan Choi (2025).
In KR 10-0093346Patent
[26]
Seok-Won Hong, Jin-Seong Kim, Seok-Hwan Choi (2025).
In KR 10-0094627Patent
[27]
Han-Ju Lee, Jin-Seong Kim, Han-Jin Lee, Seok-Hwan Choi (2025).
In KR 10-0137027Patent
[28]
Han-Ju Lee, Gwang-Nam Kim, Seok-Hwan Choi (2025).
In KR 10-0190365Patent

2024

18 entries

[01]
Jin-Seong Kim, Han-Jin Lee, Han-Ju Lee, Seok-Hwan Choi^† (2024).
In IEEE AccessInt'l Journal
DOI
[02]
Seok-Won Hong, Jin-Seong Kim, 박희준, Seok-Hwan Choi^† (2024).
In 정보과학회 컴퓨팅의 실제 논문지Dom. Journal
DOI
[03]
In-Woong Jeong, Han-Jin Lee, Jae-Hwan Jeong, Seok-Hwan Choi^† (2024).
In 한국지능시스템학회 논문지Dom. Journal
DOI
[04]
Hyeon-Jin Jung, Seok-Won Hong, Jin-Seong Kim, Seok-Hwan Choi^† (2024).
In 한국지능시스템학회 논문지Dom. Journal
DOI
[05]
Gwang-Nam Kim, Han-Ju Lee, Han-Jin Lee, Seok-Hwan Choi^† (2024).
In 한국지능시스템학회 논문지Dom. Journal
DOI
[06]
Han-Jin Lee, In-Woong Jeong, Jae-Hwan Jeong, Seok-Hwan Choi^† (2024).
In 한국지능시스템학회 논문지Dom. Journal
DOI
[07]
박희준, 정태원, Han-Ju Lee, Seok-Hwan Choi^† (2024).
In 한국지능시스템학회 논문지Dom. Journal
DOI
[08]
Hyeon-Jin Jung, Gwang-Nam Kim, Han-Ju Lee, Han-Jin Lee, Seok-Hwan Choi^† (2024).
In 한국지능시스템학회 논문지Dom. Journal
DOI
[09]
Seok-Won Hong, Jin-Seong Kim, 김민재, Seok-Hwan Choi^† (2024).
In 한국정보처리학회Dom. Conf.
[10]
Gwang-Nam Kim, Han-Ju Lee, Han-Jin Lee, Seok-Hwan Choi^† (2024).
In 한국정보처리학회Dom. Conf.
[11]
Hyeon-Jin Jung, Gwang-Nam Kim, Han-Ju Lee, Han-Jin Lee, Seok-Hwan Choi^† (2024).
In 한국지능시스템학회Dom. Conf.
[12]
Jin-Seong Kim, Seok-Won Hong, In-Woong Jeong, Seok-Hwan Choi^† (2024).
In 한국지능시스템학회Dom. Conf.
[13]
Han-Jin Lee, Han-Ju Lee, Hyeon-Jin Jung, 강동혁, Seok-Hwan Choi^† (2024).
In 한국컴퓨터종합학술대회Dom. Conf.
[14]
Han-Ju Lee, Han-Jin Lee, Gwang-Nam Kim, In-Woong Jeong, Seok-Hwan Choi^† (2024).
In 한국컴퓨터종합학술대회Dom. Conf.
[15]
In-Woong Jeong, Jin-Seong Kim, Seok-Won Hong, Jae-Hwan Jeong, Chan-Seuk Oh, Seok-Hwan Choi^† (2024).
In 한국컴퓨터종합학술대회Dom. Conf.
[16]
Jae-Hwan Jeong, Gwang-Nam Kim, 김민재, 강동혁, Chan-Seuk Oh, Seok-Hwan Choi^† (2024).
In 한국컴퓨터종합학술대회Dom. Conf.
[17]
김민재, Jin-Seong Kim, Seok-Won Hong, Hyeon-Jin Jung, Seok-Hwan Choi^† (2024).
In 한국컴퓨터종합학술대회Dom. Conf.
[18]
Jae-Hwan Jeong, In-Woong Jeong, Han-Jin Lee, Seok-Hwan Choi^† (2024).
In 한국통신학회Dom. Conf.

2023

18 entries

[01]
Seok-Hwan Choi, Jinmyeong Shin, Yoon-Ho Choi^† (2023).
In Future Generation Computer SystemsInt'l Journal
DOI
[02]
Tae-Hoon Kim, Seok-Hwan Choi, Yoon-Ho Choi^† (2023).
In IEEE AccessInt'l Journal
DOI
[03]
Han-Ju Lee, Gwang-Nam Kim, 박희준, 고광만, Seok-Hwan Choi^† (2023).
In 한국정보보호학회Dom. Conf.
[04]
정태원, 이승욱, Jae-Hwan Jeong, Seok-Hwan Choi^† (2023).
In 한국정보보호학회Dom. Conf.
[05]
Han-Jin Lee, Jae-Hwan Jeong, In-Woong Jeong, Seok-Hwan Choi^† (2023).
In 한국지능시스템학회Dom. Conf.
[06]
In-Woong Jeong, Han-Jin Lee, Jae-Hwan Jeong, Seok-Hwan Choi^† (2023).
In 한국지능시스템학회Dom. Conf.
[07]
정태원, Gwang-Nam Kim, Han-Ju Lee, Seok-Hwan Choi^† (2023).
In 한국지능시스템학회Dom. Conf.
[08]
Gwang-Nam Kim, 박희준, 정태원, Seok-Hwan Choi^† (2023).
In 한국지능시스템학회Dom. Conf.
[09]
Hyeon-Jin Jung, Seok-Won Hong, Jin-Seong Kim, Seok-Hwan Choi^† (2023).
In 한국지능시스템학회Dom. Conf.
[10]
Seok-Won Hong, Hyeon-Jin Jung, Jin-Seong Kim, Seok-Hwan Choi^† (2023).
In 한국지능시스템학회Dom. Conf.
[11]
Han-Ju Lee, Gwang-Nam Kim, 박희준, Seok-Hwan Choi^† (2023).
In 한국지능시스템학회Dom. Conf.
[12]
Jin-Seong Kim, Hyeon-Jin Jung, Seok-Won Hong, Seok-Hwan Choi^† (2023).
In 한국지능시스템학회Dom. Conf.
[13]
박희준, 정태원, Han-Ju Lee, Seok-Hwan Choi^† (2023).
In 한국지능시스템학회Dom. Conf.
[14]
Hyeon-Jin Jung, 정태원, Han-Jin Lee, Seok-Hwan Choi^† (2023).
In 한국지능시스템학회Dom. Conf.
[15]
Seok-Won Hong, Hyeon-Jin Jung, 정태원, Seok-Hwan Choi^† (2023).
In 한국컴퓨터종합학술대회Dom. Conf.
[16]
In-Woong Jeong, Jin-Seong Kim, Han-Jin Lee, Seok-Hwan Choi^† (2023).
In 한국컴퓨터종합학술대회Dom. Conf.
[17]
허은정, 고다원, Chan-Seuk Oh, 이서연, Seok-Hwan Choi^† (2023).
In 한국통신학회Dom. Conf.
[18]
Jin-Seong Kim, In-Woong Jeong, Seok-Won Hong, Seok-Hwan Choi^† (2023).
In 한국통신학회Dom. Conf.

2022

2 entries

[01]
Jae-Seok Kim, Jinmyeong Shin, Seok-Hwan Choi, Yoon-Ho Choi^† (2022).
In IEEE AccessInt'l Journal
[02]
Seok-Hwan Choi, Jinmyeong Shin, Peng Liu, Yoon-Ho Choi^† (2022).
In IEEE AccessInt'l Journal

2021

5 entries

[01]
Do-Yeon Hwang, Seok-Hwan Choi, Jinmyeong Shin, Moonkyu Kim, Yoon-Ho Choi^† (2021).
In ElectronicsInt'l Journal
[02]
Seok-Hwan Choi, Jinmyeong Shin, Peng Liu, Yoon-Ho Choi^† (2021).
In IEEE Transactions on Network Science and EngineeringInt'l Journal
[03]
Jinmyeong Shin, Seok-Hwan Choi, Yoon-Ho Choi^† (2021).
In SensorsInt'l Journal
[04]
Seok-Hwan Choi, Hyeong-Geon Kim, Yoon-Ho Choi^† (2021).
In 한국정보보호학회 논문지Dom. Journal
[05]
Yoon-Ho Choi, DongHyun Ko, Seok-Hwan Choi, Jinmyeong Shin, Seon-Jin Hwang (2021).
In KR 10-2234097Patent

2020

2 entries

[01]
DongHyun Ko, Seok-Hwan Choi, Jinmyeong Shin, Peng Liu, Yoon-Ho Choi^† (2020).
In IEEE AccessInt'l Journal
[02]
DongHyun Ko, Seok-Hwan Choi, Sungyong Ahn, Yoon-Ho Choi^† (2020).
In SensorsInt'l Journal

2019

4 entries

[01]
Jinmyeong Shin, Seok-Hwan Choi, Peng Liu, Yoon-Ho Choi^† (2019).
In Future Generation Computer SystemsInt'l Journal
[02]
Seok-Hwan Choi, Jinmyeong Shin, Yoon-Ho Choi^† (2019).
In Security and Communication NetworksInt'l Journal
[03]
Hyeong-Geon Kim, Seok-Hwan Choi, Kwang-Wook Yun, Yoon-Ho Choi^† (2019).
In 정보과학회 컴퓨팅의 실제 논문지Dom. Journal
[04]
DongHyun Ko, Seok-Hwan Choi, Seon-Jin Hwang, Yoon-Ho Choi^† (2019).
In 한국통신학회 논문지Dom. Journal

2018

2 entries

[01]
Seok-Hwan Choi, DongHyun Ko, Seon-Jin Hwang, Yoon-Ho Choi^† (2018).
In ICUFNInt'l Conf.
[02]
Doo-Hee Hwang, Seok-Hwan Choi, Jinmyeong Shin, Giltae Song, Yoon-Ho Choi^† (2018).
In IEEE AccessInt'l Journal

2017

3 entries

[01]
Seok-Hwan Choi, Doo-Hee Hwang, Yoon-Ho Choi^† (2017).
In IEEE DSCInt'l Conf.
[02]
Kwang-Wook Yun, Seok-Hwan Choi, Sang-Un An, Jeong-Goo Kim, Yoon-Ho Choi^† (2017).
In 정보과학회 컴퓨팅의 실제 논문지Dom. Journal
[03]
Seok-Hwan Choi, Junho Kwon, Yoon-Ho Choi^† (2017).
In 정보과학회 컴퓨팅의 실제 논문지Dom. Journal

2016

1 entries

[01]
Yoon-Ho Choi, WooJin Park, Seok-Hwan Choi, Seung-Woo Seo (2016).
In IEEE INFOCOM WorkshopsInt'l Conf.

2015

1 entries

[01]
Seok-Hwan Choi, Da-Hyeon Kim, Yoon-Ho Choi^† (2015).
In IEEE CNSInt'l Conf.

† corresponding author · * equal contribution · lab member

Publications

2026

“Don’t Trust the AI Ecosystem: Analyzing Privacy Leakage in Compromised Open-Source Components.”▸

“HyTAR: Robust rPPG Extraction pipeline for Deepfake Detection in Unconstrained Surveillance Environments.”▸

“Logo-Conditioned Backdoor Attacks: Repurposing Natural Car Logos as Semantic Triggers in Object Detection.”▸

“Streamlined Knowledge Distillation.”▸

“An Empirical Study on the Privacy Effects of Model Merging in Vision Language Models.”▸

“Multi-dimensional Vulnerability Analysis of LM Safety Guards via Role-Goal-Format Decomposition.”▸

“Teacher-Anchored Worst-Case Stability Distillation for Membership Privacy.”▸

“Mitigating Cross-Domain Performance Degradation in Time-Series NIDS via LoRA.”▸

“FAMF: Robust Feature-Level Adversarial Attack on Metric-Based Few-Shot Learning Models.”▸

“A Federated Learning Framework for Android Malware Detection in Data Heterogeneity Environments.”▸

“rPPG 기반 딥페이크 탐지에서 주파수 해석 기법의 영향 분석.”▸

“LCK: Label-mixing Complementary Knowledge based Privacy Preserving Method.”▸

“POP: 확산 모델의 국소 복원 민감도를 활용한 적대적 샘플 탐지 지표 제안.”▸

“RNN/LSTM 기반 네트워크 침입 탐지 시스템에서 도메인 적응을 위한 LoRA 적용 위치에 따른 성능 비교 연구.”▸

“Soft-JMI: 퍼지 집합 이론 기반의 민감 데이터 식별 가능성 평가 지표 연구.”▸

“Training-free AI 생성 이미지 및 영상 탐지 기법 동향 분석.”▸

“바이브 코딩 환경에서의 패키지 환각 발생 원리 및 슬롭스쿼팅 공격 사슬.”▸

“객체 탐지 모델을 대상으로 한 백도어 공격 기법 동향.”▸

“난해한 프로그래밍 언어를 활용한 언어 모델 탈옥 기법 제안.”▸

“에이전트 AI의 안전성 및 취약점 검증을 위한 퍼징 기법 동향.”▸

“연합 학습 기반 안드로이드 악성코드 탐지에서 label flipping attack 방어를 위한 FedLB 집계 기법.”▸

“연합학습 환경에서 멤버십 추론·모델 포이즈닝·적대적 예제 공격 통합 평가 및 방어 기법 비교.”▸

“차세대 AI 기반 네트워크 침입 탐지 시스템(NIDS) 연구 동향: 실무적 보안 태스크를 중심으로.”▸

“페르소나 기반 활성화 스티어링을 활용한 LLM의 계층적 거절 제어 연구.”▸

2025

“Grid-Based Adversarial Patch Placement Optimization for Enhanced Object Detection Attacks.”▸

“Self-MCKD: Enhancing the Effectiveness and Efficiency of Knowledge Transfer in Malware Classification.”▸

“AB-VIP: Attack method using Brightness information for Visibility Improvement of adversarial Perturbations on the NMS algorithm.”▸

“MalFormer: A Novel Vision Transformer Model for Robust Malware Analysis.”▸

“POSES: Patch Optimization Strategies for Efficiency and Stealthiness Using eXplainable AI.”▸

“Electrocardiogram Signal De-Identification Methods for Enhancing Robustness against Membership Inference Attacks.”▸

“LGGAN: Local-Global Guided Generative Adversarial Network for Adverse-Weather Image Restoration.”▸

“Two-Stage Filtering-Based Video Augmentation Strategy for rPPG-Based Deepfake Detection under Class Imbalance.”▸

“거대 언어 모델 탈옥 공격 기법의 정량적 비교 연구.”▸

“악성코드 난독화 성능 평가에 대한 연구: 데이터 난독화부터 LLM 기반 난독화까지.”▸

“프레임 기반 딥페이크 탐지를 위한 CNN-UniFormer 하이브리드 모델 연구.”▸

“DUAE: Diffusion 기반 Unrestricted Adversarial Example 생성 기법.”▸

“Docker와 Kubernetes의 취약한 보안 설정을 활용한 공격 시나리오 설계 및 구조적 분석.”▸

“TG-NFGNN: 시간 및 포트 인식 그래프 신경망 기반 네트워크 플로우 악성코드 탐지 시스템.”▸

“YOLOv9 기반의 실시간 흡연 탐지 시스템.”▸

“rPPG 기반 딥페이크 탐지에서 주파수 해석 기법의 영향 분석.”▸

“안드로이드 악성코드 탐지에서 데이터의 수집 조건 차이가 모델 성능에 미치는 영향에 관한 연구.”▸

“안드로이드 악성코드 탐지에서 데이터의 수집 조건 차이가 모델 성능에 미치는 영향에 관한 연구.”▸

“인공지능 기반 네트워크 침입 탐지 시스템의 일반화 한계 검증: 데이터 교차 실험을 중심으로.”▸

“텍스트 모델에 대한 로짓 공간 최적화 기반 모델 인버전 공격.”▸

“효율적인 악성코드 분류를 위한 경량 학습 모델 MalDeiT 제안.”▸

“METHOD FOR RESTORING INPUT DATA AND DEEP LEARNING MODEL THEREFOR.”▸

“KNOWLEDGE DISTILLATION APPARATUS AND METHOD FOR IMPROVING THE PERFORMANCE OF MALWARE CLASSIFICATION MODEL.”▸

“APPARATUS AND METHOD FOR GENERATING ADVERSARIAL EXAMPLE BASED ON BRIGHTNESS INFORMATION.”▸

“APPARATUS AND METHOD FOR ANALYSING MALWARE.”▸

“DATA PROCESSING APPARATUS AND METHOD FOR NETWORK INTRUSION DETECTION BASED ON MULTI SESSIONIZATION.”▸

“APPARATUS AND METHOD FOR OPTIMIZING HOSTILE PATCH.”▸

“APPARATUS AND METHOD FOR DE-IDENTIFYING BIOSIGNAL.”▸

2024

“Advanced Analysis of Learning-based Spam Email Filtering Methods Based on Feature Distribution Differences of Dataset.”▸

“Graph Generation Algorithm Based on Multi-Sessionization for Wireless Network Intrusion Detection.”▸

“A Study on Malware Family Classification Method based on Separable Vision Transformer Using Sharpness-Aware Minimization.”▸

“Cloud Anomaly Detection Method Using 1-D STM Block-based Stacking CNN Model.”▸

“ECG Data De-identification-based Defense Methods against Model Extraction Attack.”▸

“Improving Graph-Based Malware Detection Performance using Centrality Features.”▸

“Investigating the Vulnerability of 3D Point Cloud Classifiers to Backdoor Attacks Leveraging Transfer Learning.”▸

“NSL-MHA : Proposing an Adversarial Training Method for Cloud Anomaly Detection Model.”▸

“Graph Transformer Network 기반 무선 네트워크 침입 탐지 시스템.”▸

“PSNR과 SSIM을 활용한 NMS 알고리즘 대상 Adversarial Examples 분석.”▸

“STC-NSL-MHA : 클라우드 이상 행위 탐지 모델의 적대적 공격 방어 기법 제안.”▸

“샘플링 기반 멤버십 추론 공격을 통한 자연어 처리 모델의 프라이버시 취약성 평가.”▸

“Data-Localization 환경에서의 White-Box Model Inversion Attack 시나리오.”▸

“LOAP:설명가능한 인공지능을 활용한 적대적 패치 위치 최적화 기법 제안.”▸

“RegionViT 기반 악성코드 유형 분류 기법.”▸

“안드로이드 랜섬웨어 탐지를 위한 상관 분석 기반 특징 추출 방안.”▸

“효율적인 네트워크 침입 탐지를 위한 DQN 멀티 에이전트 프레임 워크.”▸

“안드로이드 랜섬웨어 탐지를 위한 Chi-square 기반 특징 추출 방안.”▸

2023

“PIHA: Detection method using perceptual image hashing against query-based adversarial attacks.”▸

“Instance-agnostic and practical clean label backdoor attack method for deep learning based face recognition models.”▸

“반입금지 물품의 X-ray 데이터에 대한 딥러닝 모델의 instance segmentation 결과 비교 및 검증.”▸

“원격의료 보안 취약점 분석: 사고 사례를 중심으로.”▸

“Centrality를 활용한 그래프 기반 악성코드 탐지 성능 향상 방안.”▸