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Healthcare AI Lab

Healthcare AI Lab

KAIST · Graduate School of AI

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Professor

Prof. 최윤재

Professor's page · publications

About

최윤재(Edward Choi) 교수 연구실은 KAIST 김재철AI대학원 소속으로, 머신러닝·AI를 의료 데이터에 적용하는 연구를 수행한다. 전자의무기록(EHR) 분석, 의료영상 해석, 임상 의사결정 지원 등이 주요 주제이며, 멀티에이전트 시뮬레이션과 의료 데이터 표준화 등으로도 연구를 확장하고 있다.

Research keywords

Machine learninghealthcarenatural language processing

Selected publications

  • MEDS - An Emerging Data Standard and Ecosystem for Health AI ResearchNEJM AI · 2026
  • H-AdminSim: A Multi-Agent Simulator for Realistic Hospital Administrative Workflows with FHIR IntegrationConference on Health, Inference, and Learning (CHIL) · 2026
  • LayerNorm Induces Recency Bias in Transformer DecodersFindings of ACL · 2026
  • Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale DatasetCVPR · 2026
  • Modeling Clinical Uncertainty in Radiology Reports: from Explicit Uncertainty Markers to Implicit Reasoning PathwaysLREC · 2026

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