Projects

  • Reliable Foundation Models with Theoretical Framework and Scalable Personalization (2024 – Present)
    Global Basic Research Project of NRF

  • Non-Invasive Near-Infrared Based AI Technology for the Diagnosis and Treatment of Brain Diseases (2024 – Present)
    International Collaborative Research on Intelligent SW for Medical Data Analysis of IITP

  • Computation/Communication-Efficient Adaptation of Foundation Models to New Domains in Federated Learning Environments (2024 – Present)
    Ministry of Science and ICT Basic Research Project of NRF

  • Memory/Computation-Efficient Hardware-Friendly Learning Algorithms (2024 – Present)
    KAIST-Samsung Electronics (DS) Strategic Industry-Academic Cooperation Project

  • Active Learning Algorithms for Efficient Utilization of Unlabeled Defense Data (2021 – Present)
    Center for Applied Research in Artificial Intelligence (CARAI) of ADD

  • Communication and Computation Efficient Personalization of Foundation Models in Federated Learning Environment (2024)
    NAVER-Intel-KAIST AI Joint Research Center (NIK AI Research Center)

  • AI solutions for NAND distribution data (2024)
    SK Hynix Project