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shiwonkim/README.md

Shiwon Kim (Sean)

I am an AI researcher working on scalable and data-efficient machine learning systems for multimodal medical data.

Academic Page Google Scholar LinkedIn

Research Interests

I aim to build practical medical AI models that can reason and learn more like humans experts:
Learn incrementally, generalize from restricted data, and remain stable under distribution shifts.

Research keywords include continual learning, few-shot learning, medical imaging, and so on.

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  1. Joint_FSCIL Joint_FSCIL Public

    Official Implementation of "Does Prior Data Matter? Exploring Joint Training in the Context of Few-Shot Class-Incremental Learning" (ICCVW 2025).

    Python 5

  2. Hi-DER Hi-DER Public

    Official Implementation of “Classification models for arthropathy grades of multiple joints based on hierarchical continual learning” (La Radiologia Medica, 2025).

    Python 1