Explore our publications, patents, and achievements.
2026
Reframing LLM-based APR as a Controllable Search Engine: Evidence-Guided, Structure-Constrained Planning for Hard-Edit Repair Journal
Hyunsoo Lee, Yungi Kim, Geunseok Yang*
under review at the IEEE Transactions on Software Engineering
(TSE - SCIE, Q1, IF: 5.6)
Assessing Reliability Risks of Deep Learning–Based Security Bug Report Classification under Class-Prior Shift and Extreme Imbalance Journal
Hyerin Kim, Seojin Choi, Geunseok Yang*
under review the IEEE Transactions on Reliability
(T-Rel – SCIE, Q1, IF: 5.6)
When and Why Do Deep Learning Models Succeed or Fail in Security Bug Report Classification? Journal
Seojin Choi, Hyerin Kim, Geunseok Yang*
under review at the IEEE Transactions on Software Engineering
(TSE - SCIE, Q1, IF: 5.6)
Beyond Accuracy: An Empirical Study of Deep Learning for Security Bug Report Identification Journal
Murun Ganzorig, Geunseok Yang*
under review at the Information and Software Technology
(IST - SCIE, Q1, IF: 4.3)
Learning Bug Report Generation under Explicit Quality Trade-offs Journal
Seojin Choi, Geunseok Yang*
under review at the Empirical Software Engineering
(EMSE - SCIE, Q1, IF: 3.6)
AutoTestX: Dependable Test Generation with Open-Source LLMs via Multi-Agent Orchestration Journal
Yungi Kim, Geunseok Yang*
under review at the IEEE Transactions on Software Engineering
(TSE - SCIE, Q1, IF: 5.6)
An Empirical Evaluation of Multi-Agent Bug Report Generation: The Impact of Retrieval and Preference Optimization Journal
Seojin Choi, Geunseok Yang*
under review at the IEEE Transactions on Software Engineering
(TSE - SCIE, Q1, IF: 5.6)
Understanding When Neural Inductive Biases Matter for Security Bug Report Classification under Class Imbalance: An Empirical Study across 11 Projects Journal
Murun Ganzorig, Geunseok Yang*
under review at the Empirical Software Engineering
(EMSE - SCIE, Q1, IF: 3.6)
CommitMessageGen-Agent: A Dependable Multi-Agent Approach for Reproducible Commit Message Generation Journal
Dokyeong An, Geunseok Yang*
1st revision at the Information and Software Technology
(IST - SCIE, Q1, IF: 4.3)
How the Representation of Retrieved Context Affects In-Context Prompting for Commit Message Generation Journal
Dokyeong An, Geunseok Yang*
In Electronics, Vol. 15, No. 3, pp. 1-27, 2026
(SCIE, Q2, 2.6)
QLoRA와 CTQRS 구조화 프롬프트, CoT·Few-shot 전략을 결합한 오픈 소스 버그 리포트 자동 생성 기법 Journal
최서진, 양근석*
정보과학회논문지 : 소프트웨어 및 응용, Vol. X, No. X, pp. XXX-XXX, 2026
(KCI)
Integrating Attention Mechanism with Code Structural Affinity and Execution Context Correlation for Automated Bug Repair Journal
Jinfeng Ji, Geunseok Yang*
In Computers, Materials & Continua, Vol. 86, No. 3, pp. 1-18, 2026
(SCIE, Q3, IF: 1.7)
Others
CTQRS-Based Reinforcement Learning Framework for Reliable Bug Report Generation Using Open-Source Large Language Model Journal
Geunseok Yang*
In Applied Sciences, Vol. 15, No. 23, pp. 1-26, 2025
(SCIE, Q1, IF: 2.5)
AgentReport: A Multi-Agent LLM Approach for Automated and Reproducible Bug Report Generation Journal
Seojin Choi, Geunseok Yang*
In Applied Sciences, Vol. 15, No. 22, pp. 1-31, 2025
(SCIE, Q1, IF: 2.5)
LLMLoc: A Structure-Aware Retrieval System for Zero-Shot Bug Localization Journal
Gyumin Nam, Geunseok Yang*
In Electronics, Vol. 14, No. 21, pp. 1-24, 2025
(SCIE, Q2, IF: 2.6)
Security Bug Report Classification via Cross-Project Similarity-Based Data Augmentation and Deep Learning Models Journal
Murun Ganzorig, Jinfeng Ji, Geunseok Yang*
In IEEE Access, Vol. 13, pp. 173222-173240, 2025
(SCIE, Q1, IF: 3.6)
Do Stop Words Matter in Bug Report Analysis? Empirical Findings Using Deep Learning Models across Duplicate, Severity, and Priority Classification Journal
Jinfeng Ji, Geunseok Yang*
In Applied Sciences, Vol. 15, No. 16, pp. 1-47, 2025
(SCIE, Q1, IF: 2.5)
Enhancing Bug Assignment with Developer-Specific Feature Extraction and Hybrid Deep Learning Journal
Geunseok Yang*, Jinfeng Ji, Dongkyu Kim
In Electronics, Vol. 14, No. 12, pp. 1-25, 2025
(SCIE, Q2, IF: 2.6)
Leveraging Cross-Project Similarity for Data Augmentation and Security Bug Report Prediction Journal
Jinfeng Ji, Geunseok Yang*
In Applied Sciences, Vol. 13, pp. 80416-80428, 2025
(SCIE, Q1, IF: 2.5)
LSTM Attention-Driven Similarity Learning for Effective Bug Localization Journal
Geunseok Yang*, Jinfeng Ji, Eontae Kim
In Applied Sciences, Vol. 15, No. 3, pp. 1-24, 2025
(SCIE, Q1, IF: 2.5)
Feature Learning via Correlation Analysis for Effective Duplicate Detection Journal
Geunseok Yang*, Jinfeng Ji, Taemin Kim
In Applied Sciences, Vol. 15, No. 3, pp. 1-28, 2025
(SCIE, Q1, IF: 2.5)
Enhanced Bug Priority Prediction via Priority-Sensitive Long Short-Term Memory–Attention Mechanism Journal
Geunseok Yang*, Jinfeng Ji, Jaehee Kim
In Applied Sciences, Vol. 15, No. 2, pp. 1-21, 2025
(SCIE, Q1, IF: 2.5)
버그 리포트의 다중 토픽 분석과 CNN 알고리즘을 활용한 버그 심각도 예측 방법 Journal
김언태, 양근석*, 정인홍
정보과학회논문지 : 소프트웨어 및 응용, Vol. 50, No. 11, pp. 954-965, 2023
(KCI)
Predicting Duplicate in Bug Report Using Topic-based Duplicate Learning with Fine Tuning-based BERT Algorithm Journal
Taemin Kim, Geunseok Yang*
In IEEE Access, Vol. 10, pp. 129666-129675, 2022
(SCIE, Q1, IF: 3.367)
A Bug Triage Technique using Developer-based Feature Selection and CNN-LSTM Algorithm Journal
JeongMin Jang, Geunseok Yang*
In Applied Sciences, Vol. 12, No. 18, pp. 1-18, 2022
(SCIE, Q2, IF: 3.021)
Bug Severity Prediction Algorithm using Topic-based Feature Selection and CNN-LSTM Algorithm Journal
JungYeon Kim, Geunseok Yang*
In IEEE Access, Vol. 10, pp. 94643-94651, 2022
(SCIE, Q1, IF: 3.367)
Utilizing Topic-Based Similar Commit Information and CNN-LSTM Algorithm for Bug Localization Journal
Geunseok Yang, Byungjeong Lee*
In Symmetry, Vol. 13, No. 3, pp. 406-423, 2021
(SCIE, Q2, IF: 2.645)
소프트웨어 버그 정정에 SeqGAN 알고리즘을 적용 Journal
양근석, 이병정
인터넷정보학회논문지, Vol. 21, No. 5, pp. 129-137, 2020
(KCI)
Applying Topic Modeling and Similarity for Predicting Bug Severity in Cross Projects Journal