Systems And Methods For Hypergraph Based Neural Networks

Abstract: SYSTEMS AND METHODS FOR HYPERGRAPH BASED NEURAL NETWORKS ABSTRACT An artificial neural network (ANN) modelled as an overlay hypergraph comprising a plurality of hyperedges, a plurality of role nodes, and one or more overlay nodes. A hyperedge of the plurality of hyperedges represents an artificial neuron within the ANN and comprises a set of role nodes each of which representing a portion of a connective relationship within the ANN. A role node of the plurality of role nodes represents a connection between layers of the ANN and comprises a first connective relationship associated with a first hyperedge and a second connective relationship associated with a second hyperedge such that the role node functionally connects the first hyperedge and the second hyperedge. The one or more overlay nodes comprise processing logic operable to interact with at least one hyperedge or at least one role node coupled to the one or more overlay nodes. FIG. 13

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