A stochastic label-consistent projector during discrete diffusion sampling enforces semantic edge-label constraints, yielding anatomically valid 3D vessel and airway graphs that improve downstream labeling and support link prediction.
Journal of the Royal Society Interface 19(191), 20220087 (2022) 10 Prabhakar and Shit et al
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Semantically Consistent Discrete Diffusion for 3D Biological Graph Modeling
A stochastic label-consistent projector during discrete diffusion sampling enforces semantic edge-label constraints, yielding anatomically valid 3D vessel and airway graphs that improve downstream labeling and support link prediction.