Graphs & geometric deep learning are cool, but what's next? Our latest work leverages topology to model higher order relationships beyond graphs, covering domains like meshes, sets & their mixtures naturally. Learn more: arxiv.org/abs/2206.00606 #TopologicalDeepLearning #TDL So what's a #HigherOrderRelationship? Essentially, it's a relation between relations. Graphs only consider node-to-node relations (via so called edges). Yet, relations between edges or edges & faces, encode interesting patterns, leading to a full hierarchy of relationships.