PhyloSDF generates novel 3D skull morphologies for Darwin's finches via phylogenetically-conditioned residual flow matching, achieving 88-129% of real intra-species variation from few specimens and enabling phylogenetic extrapolation.
Geometry and dynamics link form, function, and evolution of finch beaks
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PhyloSDF: Phylogenetically-Conditioned Neural Generation of 3D Skull Morphology via Residual Flow Matching
PhyloSDF generates novel 3D skull morphologies for Darwin's finches via phylogenetically-conditioned residual flow matching, achieving 88-129% of real intra-species variation from few specimens and enabling phylogenetic extrapolation.