2 papers
cs.AI2026
The Confidence Shortcut: A Reasoning Failure Mode of Masked Diffusion Models
Dueun Kim, Albert No
Masked diffusion language models (MDMs) uniquely support any-order generation, with confidence-based decoding currently serving as the de facto standard inference policy. To optimi…
cs.CV2026
Memorization In Stable Diffusion Is Unexpectedly Driven by CLIP Embeddings
Bumjun Kim, Albert No
Understanding how textual embeddings contribute to memorization in text-to-image diffusion models is crucial for both interpretability and safety. This paper investigates an unexpe…