2 papers
cs.CV2026
Representation Learning in Diffusion and Flow-based Model: An Application Aspect
Yanchen Xu, Sida Huang, Zhenyu Gu +3
Diffusion models and flow-based models have recently become the dominant paradigms in generative modeling, largely due to their ability to learn rich, multi-level visual representa…
cs.CR2026
Safeguarding Text-to-Image Generative Models Against Unauthorized Knowledge Distillation
Yilan Gao, Sida Huang, Hongyuan Zhang +1
Closed-weight generative services are increasingly deployed through query-based APIs, where users can obtain generated outputs while model parameters remain inaccessible. However,…