#Mathematics

Geometry-Aware Deep Learning: Rethinking Vision Architectures via Graph Reasoning

Why classical CNNs and isotropic Vision Transformers fall short on non-Euclidean manifolds, and how geometric graph neural networks provide a principled inductive bias for mobile 2D/3D vision.