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ML and AI Lab

ML and AI Lab

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MLAI 연구실 합류에 관심 있는 경우 황성주 교수에게 이메일로 문의하도록 안내됨.

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Professor

About

황성주 교수의 MLAI(Machine Learning and Artificial Intelligence) 연구실은 KAIST 김재철AI대학원 및 전산학부 소속으로, 기계학습·딥러닝·컴퓨터비전을 연구한다. 최근에는 생성형 AI와 거대언어모델(언어 모델링, 멀티모달 파운데이션 모델, 검색증강생성, 자기진화 AI 등)에 집중하고 있다. 황성주 교수는 텍사스대 오스틴에서 박사학위를 받았다.

Research keywords

Machine LearningAIVisual RecognitionLanguage Understanding

Selected publications

  • UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and GranularitiesACL · 2026
  • When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMsFindings of ACL · 2026
  • SAGE: Shaping Anchors for Guided Exploration in RLVR of LLMsICML · 2026
  • Self-Refining Video SamplingICML · 2026

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