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.
BMC bioinformatics22(1), 1–28 (2021)
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CV 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
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.