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stat.ME2025
Alignment of Continuous Brain Connectivity
Martin Cole, Yang Xiang, Will Consagra +3
Brain networks are typically represented by adjacency matrices, where each node corresponds to a brain region. In traditional brain network analysis, nodes are assumed to be matche…
stat.ML2025
NeuroPMD: Neural Fields for Density Estimation on Product Manifolds
William Consagra, Zhiling Gu, Zhengwu Zhang
We propose a novel deep neural network methodology for density estimation on product Riemannian manifold domains. In our approach, the network directly parameterizes the unknown de…