arxivcs.LGcs.AIcs.CV2026-07-04
Foundations of Equivariant Deep Learning: Unifying Graph and Sheaf Neural Networks
Symmetry is everywhere in nature and society. Geometric deep learning exploits symmetries in data to improve the performance and efficiency of deep learning systems. In this paper, we extend geometric deep learning to utilize richer symmetry structures. Specifically, we develop o…