2 papers
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…
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…