Publication: A differential memristive synapse circuit for on-line learning in neuromorphic computing systems
A differential memristive synapse circuit for on-line learning in neuromorphic computing systems
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Nair, M. V., Muller, L. K., & Indiveri, G. (2017). A differential memristive synapse circuit for on-line learning in neuromorphic computing systems. Nano Futures, 1, 035003. https://doi.org/10.1088/2399-1984/aa954a
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Spike-based learning with memristive devices in neuromorphic computing architectures typically uses learning circuits that require overlapping pulses from pre- and post-synaptic nodes. This imposes severe constraints on the length of the pulses transmitted in the network, and on the network's throughput. Furthermore, most of these circuits do not decouple the currents flowing through memristive devices from the one stimulating the target neuron. This can be a problem when using devices with high conductance values, because of the resu
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Nair, M. V., Muller, L. K., & Indiveri, G. (2017). A differential memristive synapse circuit for on-line learning in neuromorphic computing systems. Nano Futures, 1, 035003. https://doi.org/10.1088/2399-1984/aa954a