Primary Research Interests

My research interests primarily focus on enhancing the humanization, adaptability (also antifragility), and reliability of software systems. Specifically, my research can be categorized as follows. 

• Humanization

  • Enhancing Context Awareness for Human-in-the-loop: [HRI LBW'23] [CHI LBA'24], [CHI LBA'24], 

• Adaptability / Antifragility

  • Model-based approach: [RE'22], [SEAMS'23], [TAAS'24]

  • Control theory-based approach: [JSS'24], [TAAS'25]

  • Optimization-based Approach (EC, RL, Quantum): [ACSOS'20], [APSEC'22], [TAAS'25]

  • LLM-based approach: [SEAMS'24], [CEC'24], [TAAS'24], [TMLR'24], [GECCO EA'24]

• Reliability

  • Reliability for logic-based system: [ECSA'23],  [COMPSAC'24], [QRS EA'24],  [QRS EA'25]

  • Reliability for ML, RL, LLM (neuro-symbolic): [AAMAS'24], [AAAI'25], [SEAMS'25], [QRS EA'25]