Software Engineering (SELab)

@ HanKyong National University (HKNU)

sLLM and sLMM for Software Engineering

  • 2025: LLaMA3 기반 이슈 템플릿 자동화 및 협업 도구 통합 기술 개발
  • 2025: LLaMA3와 DevSecOps를 활용한 코드 보안 이슈 탐지 및 보고 시스템 개발
  • 2025: LLaMA3와 MLOps를 활용한 Kubernetes Cluster 구축 및 리소스 모니터링 시스템 개발
  • 2024-Current: Application of Small Large Language Models (sLLMs) and Multimodal Models (sLMMs) in Software Engineering
  • 2024: Integration of Retrieval-Augmented Generation Models (RAG-sLLMs) for Context-Aware Software Solutions
  • 2024: Utilization of Large Language Models (LLMs) for Streamlined Software Artifact Generation and Optimization
  • 2024: Implementation of Resource-Efficient Small Language Models (SLMs) for Scalable Software Development
  • 2024: Incorporation of Large Multimodal Models (LMMs) to Enhance Software Engineering Workflows

AI for Software Engineering

  • 2023: Enhanced Automatic Program Repair with CodeBERT and Call Graph-Based Learning
  • 2022: Advanced Bug Report Duplication Prediction Using Topic-Based Learning and Fine-Tuned BERT
  • 2022: Developer-Centric Bug Triage with Feature Selection and a CNN-LSTM Approach
  • 2022: Bug Severity Prediction Using Topic-Based Feature Selection and CNN-LSTM
  • 2021: Improved Bug Localization Using Topic-Based Insights and CNN-LSTM on Similar Commits
  • 2020: Effective Software Bug Repair with SeqGAN

AI for Text Mining

  • 2023: Neural Network Techniques for Analyzing Unstructured Medical Records and Disease Classification

AI for Speech Synthesis

  • 2023: Personalized Voice Synthesis Algorithms for Assistive Technologies

AI for Speech Recognition

  • 2023: Emotion Prediction in Free Speech Using Multi-Modal Voice and Text Relevance Learning
  • 2022: Voice Phishing Detection Using Deep Learning with Smishing and Anomaly Integration

AI for Media Synthesis

  • 2023: Hybrid Deepfake Detection and Creation Technologies with Global and Local Feature Analysis

AI Algorithm

  • 2023: Sleep Quality Estimation Through Lifelog and Sleep Data Analysis
  • 2022: Reinforcement Learning-Based Intelligent StarCraft 2 Agent
  • 2022: Fake News Detection Algorithm Using Neural Networks