UNIVERSAL, ONLINE LEARNING IN MULTI-MODAL PERCEPTION-ACTION SEMILATTICES
First Claim
1. A method for interconnecting neurons in a neural network, the method comprising:
- interconnecting at least one node among a first set of nodes to at least one node among a second set of nodes; and
arranging nodes of the first and second set in a lattice;
wherein at least one node of the first set represents a sensory-motor modality of the neural network, and at least one node of the second set is a union of at least two nodes of the first set.
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Abstract
In one embodiment, the present invention provides a method for interconnecting neurons in a neural network. At least one node among a first set of nodes is interconnected to at least one node among a second set of nodes, and nodes of the first and second set are arranged in a lattice. At least one node of the first set represents a sensory-motor modality of the neural network. At least one node of the second set is a union of at least two nodes of the first set. Each node in the lattice has an acyclic digraph comprising multiple vertices and directed edges. Each vertex represents a neuron population. Each directed edge comprises multiple synaptic connections. Vertices in different acyclic digraphs are interconnected using an acyclic bottom-up digraph. The bottom-up digraph has a corresponding acyclic top-down digraph. Vertices in the bottom-up digraph are interconnected to vertices in the top-down digraph.
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Citations
26 Claims
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1. A method for interconnecting neurons in a neural network, the method comprising:
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interconnecting at least one node among a first set of nodes to at least one node among a second set of nodes; and arranging nodes of the first and second set in a lattice; wherein at least one node of the first set represents a sensory-motor modality of the neural network, and at least one node of the second set is a union of at least two nodes of the first set. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16)
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17. A method for interconnecting neural nodes, the method comprising:
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interconnecting a plurality of first nodes in a first set of nodes with a plurality of second nodes in a second set of nodes, the connected nodes arranged in an interconnection lattice; wherein each node represents at least one population of neurons; and wherein a connected node in the second set is a union of at least two nodes in the first set, such that said connected node exchanges signals with said at least two nodes via the interconnection lattice. - View Dependent Claims (18, 19, 20, 21, 22, 23, 24, 25, 26)
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Specification