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JJuOn/README.md

👨‍💻 Juwon Seo

🏢 Working Experience

  • AI Engineer @ Samsung Research (Aug. 2025 – Present)

🔬 Research Interests

  • Generative Models (GANs, Diffusion Models, LLMs)
  • Few-Shot & Continual Learning
  • Machine Unlearning & Privacy Protection in Generative Models
  • Diffusion Inversion & Personalization

🎓 Education

  • M.S. in Artificial Intelligence, Kyung Hee University (Mar. 2023 - Feb. 2025) (Advisor: Prof. Gyeong-Moon Park)
  • B.S. in Computer Science and Engineering, Kyung Hee University (Mar. 2017 - Feb. 2023)

📄 Publications (Selected)

  • NeurIPS 2025 — Perturb a Model, Not an Image: Towards Robust Privacy Protection via Anti-Personalized Diffusion Models
  • ICCV 2025 — ConceptSplit: Decoupled Multi-Concept Personalization of Diffusion Models
  • CVPR 2024 — Generative Unlearning for Any Identity
  • ICCV 2023 — LFS-GAN: Lifelong Few-Shot Image Generation

Pinned Loading

  1. KU-VGI/GUIDE KU-VGI/GUIDE Public

    [CVPR 2024] Generative Unlearning for Any Identity

    Python 33 1

  2. KU-VGI/LFS-GAN KU-VGI/LFS-GAN Public

    [ICCV 2023] LFS-GAN: Lifelong Few-Shot Image Generation

    Python 20 1

  3. KU-VGI/APDM KU-VGI/APDM Public

    [NeurIPS 2025] Perturb a Model, Not an Image: Towards Robust Privacy Protection via Anti-Personalized Diffusion Models

    Python 4

  4. CV CV Public

    2