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πŸ‘¨β€πŸ’» Juwon Seo

🏒 Working Experience

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

πŸ”¬ Research Interests

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

πŸŽ“ 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)

πŸ“„ Publications (Selected)

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

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