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

Lee, Kwanyoung et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognition
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 crit
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