Soobin Um

5 papers · 2023–2025 · 5 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird

Venues

AAAI (1) CVPR (1) ECCV (1) ICLR (1) ICML (1)

Top co-authors

Jong Chul Ye (4) Changho Suh (1) Beomsu Kim (1) Suhyeon Lee (1)

Research topics

Deep Learning (4) Machine Learning (4) Application Areas (4) Models (4) Computer Vision (2) Generation (2) Optimization & Theory (2) Learning Types (1)

Keywords

generative model (3) diffusion model (2) minority sample (2) data augmentation (1) text-to-image generation (1) computational efficiency (1) variational optimization (1) generative ai (1) prompt optimization (1) latent diffusion model (1) demographic bia (1) fair generative model (1) minority sampling (1) lecam divergence (1) minority sample generation (1) minority generation (1) guided sampler (1) tweedie denoising (1) timestep skipping (1) statistical learning (1)

Papers

Boost-and-Skip: A Simple Guidance-Free Diffusion for Minority Generation ICML 2025 Minority-Focused Text-to-Image Generation via Prompt Optimization CVPR 2025 Don't Play Favorites: Minority Guidance for Diffusion Models ICLR 2024 Self-Guided Generation of Minority Samples Using Diffusion Models ECCV 2024 A Fair Generative Model Using LeCam Divergence AAAI 2023