DEVICE, SYSTEM AND METHOD FOR VARYING A SYNAPTIC WEIGHT WITH A PHASE DIFFERENTIAL OF A SPIKING NEURAL NETWORK

Techniques and mechanisms for determining the value of a weight associated with a synapse of a spiking neural network. In an embodiment, a first spike train and a second spike train are output, respectively, by a first node and a second node of the spiking neural network, wherein the synapse is coup...

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Main Authors PAUL, Arnab, SRINIVASA, Narayan
Format Patent
LanguageEnglish
French
German
Published 04.08.2021
Subjects
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
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Abstract Techniques and mechanisms for determining the value of a weight associated with a synapse of a spiking neural network. In an embodiment, a first spike train and a second spike train are output, respectively, by a first node and a second node of the spiking neural network, wherein the synapse is coupled between said nodes. The weight is applied to signaling communicated via the synapse. A value of the weight is updated based on a product of a first value and a second value, wherein the first value is based on a first rate of spiking by the first spike train, and the second value is based on a second rate of spiking by the second spike train. In another embodiment, the weight is updated based on a product of a derivative of the first rate of spiking and a derivative of the second rate of spiking.
AbstractList Techniques and mechanisms for determining the value of a weight associated with a synapse of a spiking neural network. In an embodiment, a first spike train and a second spike train are output, respectively, by a first node and a second node of the spiking neural network, wherein the synapse is coupled between said nodes. The weight is applied to signaling communicated via the synapse. A value of the weight is updated based on a product of a first value and a second value, wherein the first value is based on a first rate of spiking by the first spike train, and the second value is based on a second rate of spiking by the second spike train. In another embodiment, the weight is updated based on a product of a derivative of the first rate of spiking and a derivative of the second rate of spiking.
Author PAUL, Arnab
SRINIVASA, Narayan
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DocumentTitleAlternate VORRICHTUNG, SYSTEM UND VERFAHREN ZUR VERÄNDERUNG EINES SYNAPTISCHEN GEWICHTS MIT EINER PHASENDIFFERENZ EINES NEURONALEN SPIKING-NETZWERKS
DISPOSITIF, SYSTÈME ET PROCÉDÉ DE VARIATION D'UN POIDS SYNAPTIQUE AVEC UN DIFFÉRENTIEL DE PHASE D'UN RÉSEAU NEURONAL IMPULSIONNEL
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Snippet Techniques and mechanisms for determining the value of a weight associated with a synapse of a spiking neural network. In an embodiment, a first spike train...
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SubjectTerms CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
Title DEVICE, SYSTEM AND METHOD FOR VARYING A SYNAPTIC WEIGHT WITH A PHASE DIFFERENTIAL OF A SPIKING NEURAL NETWORK
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