Ongoing International Publications

• Under Review 🙏 : Security (AI 2, SW 2) | Debugging (1)

• In Preparation ('26) : Security (SW 1) | Debugging (2) | AIOps (1) | Vision AI (3)

[15] Jinseok Heo, Dongwook Choi, Jinyoung Kim, Misoo Kim, Eunseok Lee, "INTENTFIX: Automated Logic Vulnerability Repair via LLM-Driven Intent Modeling", IEEE International Conference on Software Engineering (ICSE), (IF. 4), Apr. 2026

[14] Youngkyoung Kim, Misoo Kim, and Eunseok Lee, "Improving Transformer-based Program Repair Model Through False Behavior Diagnosis", The Conference on Empirical Methods in Natural Language Processing (EMNLP) (IF. 3), Dec. 2023

[13] Misoo Kimº, Youngkyoung Kimº, Hohyeon Jeongº, Jinseok Heoº, Sungoh Kim, Hyunhee Chung, and Eunseok Lee, "An Empirical Study of Deep Transfer Learning-based Program Repair for Kotlin Projects", The ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC/FSE-Industry) (IF. 4), pp.1441-1452, Nov. 2022 (PPT)

[12] Misoo Kimº, Youngkyoung Kimº, Jinseok Heo, Hohyeon Jeong, Sungoh Kim, Eunseok Lee, "Impact of Defect Instances for Successful Deep Learning-based Automatic Program Repair", International Conference on Software Maintenance and Evolution (ICSME-NIER) (IF. 2), pp. 419-423, Oct. 2022 (PPT)

[11] Misoo Kim, Youngkyoung Kim, Kicheol Kim,  Eunseok Lee, "Multi-objective Optimization-based Bug-fixing Template Mining for Automated Program Repair", International Conference on Automated Software Engineering (ASE-NIER) (IF. 3), no.179, Oct.2022 (PPT)

[10] Misoo Kim, Youngkyoung Kim, Eunseok Lee, "Deep Learning-based Production and Test Bug Report Classification using Source Files", International Conference on Software Engineering: Companion (ICSE-C) (IF. 4), pp. 343-344, May. 2022 (PPT)

[9] Jinyoung Kim, Misoo Kim, Eunseok Lee, "ECench: An Energy Bug Benchmark of Ethereum Client Software",  International Conference on Mining Software Repositories (MSR), pp. 634-638, May. 2022

[8] Misoo Kim, Youngkyoung Kim, Eunseok Lee,  "How Does the First Buggy File Work Well for Iterative IR-based Bug Localization?", ACM/SIGAPP Symposium on Applied Computing (SAC) (IF. 1), pp. 1509-1516, April.2022 (PPT)

[7] Youngkyoung Kim, Misoo Kim, and Eunseok Lee, "Feature Assortment for Deep Learning-based Bug Localization With a Program Graph", ACM/SIGAPP Symposium on Applied Computing (SAC) (IF. 1), pp. 1536-1544, April.2022

[6] Misoo Kim, Youngkyoung Kim, Eunseok Lee, "An Empirical Study of IR-based Bug Localization for Deep Learning-based Software", International Conference on Software Testing, Verification and Validation (ICST) (IF. 1), pp. 128-139, April.2022 (PPT) (GitHub)

[5] Youngkyoung Kim, Misoo Kim, and Eunseok Lee, "Tracking Down Misguiding Terms for Locating Bugs in Deep Learning-based Software (Student Abstract)", AAAI Conference on Artificial intelligence (AAAI) (IF. 4), pp.12983-12984, Feb.2022

[4] Misoo Kim, Youngkyoung Kim, Eunseok Lee, "A Novel Automatic Query Expansion with Word Embedding for IR-based Bug Localization", International Symposium on Software Reliability Engineering (ISSRE) (IF. 1), pp. 276-287, Oct.2021 (PPT) (GitHub)

[3] Misoo Kim, Youngkyoung Kim, Eunseok Lee, "Denchmark: A Bug Benchmark of Deep Learning-related Software", International Conference on Mining Software Repositories (MSR), pp. 540-544, May.2021 (PPT) (GitHub)

[2] Misoo Kim, and Eunseok Lee, "A novel approach to automatic query reformulation for IR-based bug localization", Proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing (SAC) (IF. 1), pp.1752-1759, Apr.2019 (PPT)

[1] Misoo Kim, Eunseok Lee, "Are information retrieval-based bug localization techniques trustworthy?", Proceedings of the 40th International Conference on Software Engineering: Companion (ICSE-C) (IF. 4), pp.248-249, May.2018 (Poster)

[5] Misoo Kim, Youngkyoung Kim, and Eunseok Lee, "Production and Test Bug Report Classification Based on Transfer Learning", Information and Software Technology (Q1, IF. 4.3), Vol.181, Article. 107685, May. 2025, (IITP-AI융합혁신/DevSecOps-60/ITRC)

[4] Youngkyoung Kim, Misoo Kim, and Eunseok Lee, "Noisy Token Removal for Bug Localization: The Impact of Semantically Confusing Misguiding Terms", IEEE Access (Q2, IF.3.4), Vol.12, pp.172396-172409, Nov. 2024 (IITP-AI융합혁신/DevSecOps/ITRC)

[3] Quang Ngoc Phung, Misoo Kim, Eunseok Lee, "Identifying Incorrect Patches in Program Repair Based on Meaning of Source Code", IEEE Access, Vol.10, pp.12012- 12030, Jan.2022 (Q2, IF. 3.4) 

[2] Misoo Kim, Eunseok Lee, "Are Datasets for Information Retrieval-based Bug Localization Techniques Trustworthy?", Empirical Software Engineering (EMSE), Vol.26, No.3, pp.1-66, Mar.2021 (Q1, IF. 3.6) (GitHub)

[1] Misoo Kim, Eunseok Lee, "ManQ: Many-objective optimization-based automatic query reduction for IR-based bug localization", Information and Software Technology (IST), Vol.125, Article. 106334, Sep. 2020 (Q1, IF. 4.3) (GitHub)

[6] Jueon Choi, Gunjin Cha, Misoo Kim, Ieck-Chae Eum and Kwanghoon Choi, A Method for Selecting Security Checklist Items Associated with Incidents by Analyzing Security Incident Reports and Vulnerability Checklists Using LLM, The 26th World Conference on Information Security Applications (WISA), Aug. 2025

[5] Minji Seo, Misoo Kim, Jisu Kim, Mirae Kim, Jiyeon Han, Jong-il Jeong, Hyeonho Lee, Siwon Lee, Ji Hyun Park, Gyeong-Min Gim, Jinyeon Park, Junkoo Yi, Daehyun Kim, "Development of an artificial intelligence algorithm for determining the developmental stage of bovine embryos", 2025 Annual International Conference of KSAST, Jun. 2025

[4] Kicheol Kim,  Misoo Kim, Eunseok Lee, "Systematic Analysis of Defect Specific Code Abstraction for Neural Program Repair", Asia-Pacific Software Engineering Conference (APSEC), Feb. 2023

[3] Youngkyoung Kim, Misoo Kim, and Eunseok Lee, "Feature Combination to Alleviate Hubness Problem of Source Code Representation for Bug Localization ", Proceedings of the 27th Asia-Pacific Software Engineering Conference (APSEC), pp. 511-512, Dec.2020

[2] Hohyeon Jeong, Misoo Kim, and Eunseok Lee, "Goal-based Code Generation for Intelligent CPS", Proceedings of the IEEE/IEIE International Conference on Consumer Electronics Asia (ICCE-Asia), Jun.2018

[1] Misoo Kim, Hohyeon Jeong, and Eunseok Lee, "Dynamic Decision-making with Reflecting and Learning for Self-adaptive Systems", Proceedings on the International Conference on Artificial Intelligence (ICAI), July.2016 

[11] 문한별, 김미수, "동적 분석 로그의 특성 표현을 통한 악성 패키지 탐지", 정보과학회 컴퓨팅의 실제 논문지 (KCI), 제32권, 제5호, pp. 204-210, May.2026 (IITP-DevSecOps)

[10] 이도현, 김미수, 손남례, "한국어 하이브리드 텍스트의 인간-AI 작성 경계 탐지: CrossEncoder 기반 직접 학습 접근법", 스마트미디어저널 (KCI), 제14권 제12호, pp. 19-27, Dec.2025 (SW중심대학)

[9] 문한별, 김미수, "멀티모달 프로그램 자동 수리 최신 연구 동향", 정보과학회지, 제43권 제12호, pp.42-48, Dec.2025 (IITP-DevSecOps80,글로컬랩20)

[8] 김정우, 서재오, 임한빈, 김미수, "A!rrange: AI 기반 스마트 북마크 관리 브라우저 확장 프로그램", 스마트미디어저널 (KCI), 제14권 제10호, pp. 16-26, Oct.2025 (IITP-AI융합혁신, SW중심대학)

[7] 이경호, 김미수, "언어 모델 기반 취약점 탐지 및 수정 연구: 개발 언어 중심 리뷰", 정보과학회지, 제43권 제10호, pp.21-26, Oct.2025 (IITP-DevSecOps)

[6] 박상준, 김미수, "HIDS 보안강화를 위한 슬라이딩 윈도우 파라미터 최적화 위험 허용도 기반 접근", 정보처리학회 논문지 (KCI), 제14권, 제7호, pp.506-515, Jul.2025 (IITP-DevSecOps, 교내신진)

[5] 김미수, "한국어 버그리포트에서 번역을 활용한 정보검색기반 버그 추적", 정보과학회논문지 (KCI), 제51권, 제9호, pp827-834, Sep.2024 (IITP-AI융합혁신/DevSecOps, KISA, 교내기본)

[4] 정호현, 김미수, Phung Quang Ngoc, 이은석, "인공지능기반 자동 프로그램 수정 연구 동향", 정보과학회지, 제38권 제4호, pp.28-34, Apr.2020

[3] 김미수, 안준, 이은석, "정보검색기반 결함위치식별 기술의 성능 향상을 위한 버그리포트 품질 예측", 정보과학회논문지 (KCI), 제44권 제8호, pp.832-841, Aug.2017

[2] 김미수, 정호현, 이은석, "환경정보를 고려한 자가적응형 시스템을 위한 동적 의사결정 기술", 정보과학회논문지 (KCI), 제43권 7호, pp.801-811, Jul.2016 [AWARD]

[1] 김미수, 정호현, 이은석, "확장된 동적 결정 네트워크기반 자가적응형 시스템", 정보과학회논문지 (KCI), 제42권 제7호,pp.889-900, Jul.2015

[4] 김미수, 이도현, 대규모 언어 모델을 기반으로 악성 패키지의 동적 분석을 위한 오류를 수정하는 장치 및 그 동작 방법 (출원, 10-2026-0024640, 2026.02.06) (DevSecOps)

[3] 김대현, 김미수, 김지수, 김미래, 정종일, 이현호, 박서영, 이도현, 조혜민, 문한별, 인공지능 기반 소 수정란의 발달단계 및 품질등급 자동 판별 시스템 및 자동 판별 방법 (출원, 10-2025-0205813, 2025.12.22) (RISE)

[2] 김미수, 김정우, 임규보, 조혜민, 이도현, 이경호, 문한별, 서재오, 악성 패키지를 탐지하고 패키지 내부의 악성 파일을 수정하는 전자 장치와 그 구동 방법 (출원, 10-2025-0169616, 2025.11.11) (DevSecOps)

[1] 이은석, 정호현, 김미수, 지능형 CPS 소프트웨어를 위한 목표모델기반 코드 자동생성기법 (출원, 10-2018-0064541, 2018.06.04)