DualMPNN is a template-guided dual-stream message passing network that leverages structural alignments to enhance inverse protein folding accuracy through alignment-aware attention.

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