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Vision and Language Lab

Vision and Language Lab

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Professor

About

황성주 교수가 이끄는 MLAI(Machine Learning and Artificial Intelligence) 연구실은 KAIST 김재철AI대학원·전산학부 소속으로, 머신러닝 전반과 컴퓨터 비전, 자연어 이해를 연구한다. 검색증강생성(RAG), 영상 생성·이해, LLM 추론·강화학습, 멀티모달 에이전트 등 폭넓은 주제를 다룬다.

Research keywords

Machine learningartificial intelligence (visionNLU)

Selected publications

  • Self-Refining Video SamplingICML · 2026
  • SAGE: Shaping Anchors for Guided Exploration in RLVR of LLMsICML · 2026
  • UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and GranularitiesACL (Oral) · 2026
  • When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMsACL Findings · 2026
  • WorldMM: Dynamic Multimodal Memory Agent for Long Video ReasoningCVPR (Highlight) · 2026

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