Soobin Um
Scholar

Soobin Um

Google Scholar ID: JBGNjA0AAAAJ
Assistant Professor, Department of AI, Kookmin University
Deep LearningGenerative ModelsTrustworthy AIInformation Theory
Homepage↗Google Scholar↗
Citations & Impact
All-time
Citations
68
 
H-index
4
 
i10-index
3
 
Publications
15
 
Co-authors
6
list available
Contact
No contact links provided.
Publications
7 items
Self-Improving Diffusion Classifiers with Minority Preference Optimization
2026
Cited
0
Beyond Generative Priors: Minority Sampling with JEPA-Guided Diffusion
2026
Cited
0
MotionCFG: Boosting Motion Dynamics via Stochastic Concept Perturbation
2026
Cited
0
Diverse Text-to-Image Generation via Contrastive Noise Optimization
2025
Cited
0
Physics-guided and fabrication-aware inverse design of photonic devices using diffusion models
2025
Cited
0
Boost-and-Skip: A Simple Guidance-Free Diffusion for Minority Generation
2025
Cited
0
Minority-Focused Text-to-Image Generation via Prompt Optimization
2024
Cited
0
Resume (English only)
Co-authors
6 total
Jong Chul Ye
Jong Chul Ye
Professor, Chung Moon Soul Chair, Graduate School of AI, KAIST
Co-author 2
Co-author 2
Suhyeon Lee
Suhyeon Lee
Ph.D. student @ KAIST GSAI
Haejun Chung
Haejun Chung
Associate Professor, Hanyang University
Dongjin Seo
Dongjin Seo
Yale University
Beomsu Kim
Beomsu Kim
Ph.D. student at Graduate School of AI, KAIST