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…