Kwanyoung Lee

Beyond Pairwise Repulsion: Collective Diversity via Determinant Maximization in Diffusion Sampling

Strong guidance in text-to-image (T2I) diffusion models concentrates sampling toward high-density modes of the conditional distribution, collapsing independently sampled noise vectors onto nearly identical visual prototypes. This limits utility for tasks that demand distributional breadth, most critically synthetic dat...