Escaping the Capacity Ceiling: Routing on the Stiefel Manifold for Bilinear SPD Layers.

arXiv:2605.31043v2 Announce Type: replace-cross Abstract: Deep networks on the symmetric positive-definite (SPD) manifold promise expressive representations by encoding data geometry as an inductive bias, but stacking BiMap layers with the standard ReEig nonli