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Soobin Um

  1. Don't Play Favorites: Minority Guidance for Diffusion Models
    2023/01/29 by Soobin Um, Um, Soobin, Lee, Suhyeon +1 · 6 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Methods and Mixture Models #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  2. Self-Guided Generation of Minority Samples Using Diffusion Models
    2024/07/16 by Soobin Um, Um, Soobin, Jong Chul Ye +1 · 7 citations
    Computer Science · #Bayesian Methods and Mixture Models
  3. Minority-Focused Text-to-Image Generation via Prompt Optimization
    2024/10/10 by Soobin Um, Um, Soobin, Jong Chul Ye +1 · 4 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  4. Physics-guided and fabrication-aware inverse design of photonic devices using diffusion models
    2025/04/23 by Dongjin Seo, Seo, Dongjin, Soobin Um +7 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Neural Networks and Reservoir Computing #Optics (physics.optics)