The paper links phase-transition behavior in continuous generative samplers to projection caustics in the data geometry and introduces the Critical Boundary Detector as a diagnostic tool.
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2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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cs.LG 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
EDDY adds diversity to diffusion-model samples by using kernel-based anti-symmetric pairwise drifts that preserve marginal distributions via Fokker-Planck symmetries, with practical approximations for expensive cases.
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The Geometry of Phase Transitions in Generative Dynamics via Projection Caustics
The paper links phase-transition behavior in continuous generative samplers to projection caustics in the data geometry and introduces the Critical Boundary Detector as a diagnostic tool.
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Diverse Sampling in Diffusion Models with Marginal Preserving Particle Guidance
EDDY adds diversity to diffusion-model samples by using kernel-based anti-symmetric pairwise drifts that preserve marginal distributions via Fokker-Planck symmetries, with practical approximations for expensive cases.