We create a new MPNN with Boundary Conditions of Riemannian Dynamics to combat oversquashing, while allowing for MPNN going deeper.

We introduce a geometry-aware, equivariant neural field framework for solving Eikonal equations on arbitrary manifolds using steerable latent representations.