Spiking neurons with short-term synaptic plasticity form superior generative networks
Sign Up to like & getrecommendations! Published in 2018 at "Scientific Reports"
DOI: 10.1038/s41598-018-28999-2
Abstract: Spiking networks that perform probabilistic inference have been proposed both as models of cortical computation and as candidates for solving problems in machine learning. However, the evidence for spike-based computation being in any way superior… read more here.
Keywords: synaptic plasticity; short term; spiking networks; term synaptic ... See more keywords
Poisson balanced spiking networks
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DOI: 10.1371/journal.pcbi.1008261
Abstract: An important problem in computational neuroscience is to understand how networks of spiking neurons can carry out various computations underlying behavior. Balanced spiking networks (BSNs) provide a powerful framework for implementing arbitrary linear dynamical systems… read more here.
Keywords: synaptic delays; spiking networks; realistic synaptic; balanced spiking ... See more keywords
Targeting operational regimes of interest in recurrent neural networks
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DOI: 10.1371/journal.pcbi.1011097
Abstract: Neural computations emerge from local recurrent neural circuits or computational units such as cortical columns that comprise hundreds to a few thousand neurons. Continuous progress in connectomics, electrophysiology, and calcium imaging require tractable spiking network… read more here.
Keywords: network; spiking networks; recurrent neural; targeting operational ... See more keywords
Evolving interpretable plasticity for spiking networks
Sign Up to like & getrecommendations! Published in 2021 at "eLife"
DOI: 10.7554/elife.66273
Abstract: Continuous adaptation allows survival in an ever-changing world. Adjustments in the synaptic coupling strength between neurons are essential for this capability, setting us apart from simpler, hard-wired organisms. How these changes can be mathematically described… read more here.
Keywords: evolving interpretable; plasticity; spiking networks; plasticity rules ... See more keywords