3 papers
cs.LG2025
Continuous Diffusion Model for Language Modeling
Jaehyeong Jo, Sung Ju Hwang
Diffusion models have emerged as a promising alternative to autoregressive models in modeling discrete categorical data. However, diffusion models that directly work on discrete da…
cs.CV2025
Silent Branding Attack: Trigger-free Data Poisoning Attack on Text-to-Image Diffusion Models
Sangwon Jang, June Suk Choi, Jaehyeong Jo +2
Text-to-image diffusion models have achieved remarkable success in generating high-quality contents from text prompts. However, their reliance on publicly available data and the gr…
cs.CV2024
Identity Decoupling for Multi-Subject Personalization of Text-to-Image Models
Sangwon Jang, Jaehyeong Jo, Kimin Lee +1
Text-to-image diffusion models have shown remarkable success in generating personalized subjects based on a few reference images. However, current methods often fail when generatin…