Memory-Efficient Synaptic Connectivity for Spike-Timing- Dependent Plasticity [PDF]
Spike-Timing-Dependent Plasticity (STDP) is a bio-inspired local incremental weight update rule commonly used for online learning in spike-based neuromorphic systems.
Bruno U. Pedroni +8 more
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Spike-timing-dependent plasticity: a comprehensive overview [PDF]
Reference EPFL-ARTICLE-183375doi:10.3389/fnsyn.2012.00002View record in PubMed Record created on 2013-01-28, modified on 2017-05 ...
Henry eMarkram +2 more
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Synaptic symmetry breaking by spike timing dependent synaptic plasticity [PDF]
Kim Seunghwan, Shin Chang-Woo
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Memory-efficient neurons and synapses for spike-timing-dependent-plasticity in large-scale spiking networks. [PDF]
Urbizagastegui P, van Schaik A, Wang R.
europepmc +3 more sources
Spiking neural networks (SNNs) offer many advantages over traditional artificial neural networks (ANNs) such as biological plausibility, fast information processing, and energy efficiency.
Zhenshan Bing +6 more
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Stability and Competition in Multi-spike Models of Spike-Timing Dependent Plasticity.
Spike-timing dependent plasticity (STDP) is a widespread plasticity mechanism in the nervous system. The simplest description of STDP only takes into account pairs of pre- and postsynaptic spikes, with potentiation of the synapse when a presynaptic spike
Baktash Babadi, L F Abbott
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Spike-Timing Dependent Plasticity Effect on the Temporal Patterning of Neural Synchronization. [PDF]
Zirkle J, Rubchinsky LL.
europepmc +3 more sources
Coherence resonance and stochastic synchronization in a small-world neural network: an interplay in the presence of spike-timing-dependent plasticity [PDF]
Coherence resonance (CR), stochastic synchronization (SS), and spike-timing-dependent plasticity (STDP) are ubiquitous dynamical processes in biological neural networks.
Marius E. Yamakou, E. Inack
semanticscholar +1 more source
Determinants of Spike Timing-Dependent Synaptic Plasticity [PDF]
Recent studies show that the precise timing of presynaptic inputs and postsynaptic action potentials influences the strength and sign of synaptic plasticity. In this issue of Neuron, Sjöström and colleagues (2001) determine how this so-called spike timing-dependent plasticity depends on the frequency and strength of the presynaptic inputs.
Greg J. Stuart
openalex +4 more sources
Robust rhythmogenesis via spike-timing-dependent plasticity [PDF]
Rhythmic activity has been observed in numerous animal species ranging from insects to humans, and in relation to a wide range of cognitive tasks. Various experimental and theoretical studies have investigated rhythmic activity. The theoretical efforts have mainly been focused on the neuronal dynamics, under the assumption that network connectivity ...
Gabi Socolovsky, Maoz Shamir
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