Alexander Möllers

Hodge-Aware Contrastive Learning

Simplicial complexes prove effective in modeling data with multi-way dependencies, such as data defined along the edges of networks or within other higher-order structures. Their spectrum can be decomposed into three interpretable subspaces via the Hodge decomposition, resulting foundational in nume…