SangMook Kim
Scholar

SangMook Kim

Google Scholar ID: YjpFRuIAAAAJ
Department of Artificial Intelligence, Chungnam National University
Federated LearningActive LearningNoisy Label LearningMedical AI
Citations & Impact
All-time
Citations
495
 
H-index
6
 
i10-index
5
 
Publications
12
 
Co-authors
9
list available
Resume (English only)
Academic Achievements
  • Published 'PTCMIL: Multiple Instance Learning via Prompt Token Clustering for Whole Slide Image Analysis' at MICCAI 2025
  • Published 'Automated Filtering of Human Feedback Data for Aligning Text-to-Image Diffusion Models' at ICLR 2025
  • Published 'BAPO: Base-Anchored Preference Optimization for Overcoming Forgetting in Large Language Models Personalization' at EMNLP 2024 Findings
  • Published 'FedSoL: Stabilized Orthogonal Learning in Federated Learning' at CVPR 2024
  • Published 'Towards Unbiased Evaluation of Detecting Unanswerable Questions in EHRSQL' at ICLR 2024 Workshop
  • Published 'FedSoL: Bridging Global Alignment and Local Generality in Federated Learning' at NeurIPS 2023 Workshop
  • Published 'Re-thinking Federated Active Learning based on Inter-class Diversity' at CVPR 2023
  • Won 1st place (Outstanding Award, 1/102) at NeurIPS 2022 Challenge CellSeg with project 'MEDIAR: harmony of data-centric and model-centric for multi-modality microscopy'
  • Published 'LG-FAL: Federated Active Learning Strategy using Local and Global Models' at ICML 2022 Workshop
Research Experience
  • Assistant Professor, Department of Artificial Intelligence, Chungnam National University (2024.09–present)
  • Postdoctoral Researcher, University of British Columbia (2023.08–2024.06), focus on Medical Image Analysis
  • Research Intern, KT (2020.05–2020.09), implemented simulation of COVID virus spread
  • Research Intern, Naver Corp (2018.09–2019.02), contributed to NSML, a deep learning cloud platform developed by CLOVA AI Research
  • Software Engineer, Ouniwang (2015.09–2016.12), worked on database management, RESTful API development, and back-end development
  • Software Engineer, AskStory (2014.02–2015.08), handled back-end development, database management, and Android & IoT development
  • Intern, AhnLab (2013.03–2013.08), engaged in web development and security report creation