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.
Advances in Neural Information Processing Systems 37, 137218–137262 (2025)
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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.