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Residual Stresses and Micro-voids Propel Metal Diffusion for Filament-Based Memristors. [PDF]
Loh JYY +8 more
europepmc +1 more source
Brain-inspired learning rules for spiking neural network-based control: a tutorial. [PDF]
Lee C +5 more
europepmc +1 more source
Bridging neuromorphic computing and deep learning for next-generation neural data interpretation. [PDF]
Zhang M, Wang T, Zhu Z.
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Neural Computation, 2003
We demonstrate that the BCM learning rule follows directly from STDP when pre- and postsynaptic neurons fire uncorrelated or weakly correlated Poisson spike trains, and only nearest-neighbor spike interactions are taken into account.
Izhikevich, Eugene M., Desai, Niraj S.
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We demonstrate that the BCM learning rule follows directly from STDP when pre- and postsynaptic neurons fire uncorrelated or weakly correlated Poisson spike trains, and only nearest-neighbor spike interactions are taken into account.
Izhikevich, Eugene M., Desai, Niraj S.
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STDP learning rule based on memristor with STDP property
2014 International Joint Conference on Neural Networks (IJCNN), 2014Spike-timing-dependent plasticity (STDP) learning ability has been observed in physical memristors, but whether the STDP is caused by the neuron or the memristor is unclear. In this paper, we proved the STDP property in the model for both symmetric and asymmetric memristor. We also employed the symmetric/asymmetric memristors with STDP property and the
Ling Chen +5 more
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Competitive STDP-Based Spike Pattern Learning
Neural Computation, 2009Recently it has been shown that a repeating arbitrary spatiotemporal spike pattern hidden in equally dense distracter spike trains can be robustly detected and learned by a single neuron equipped with spike-timing-dependent plasticity (STDP) (Masquelier, Guyonneau, & Thorpe, 2008).
Masquelier, Timothée +2 more
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Synaptic equalization by anti-STDP
Neurocomputing, 2004Abstract Experimental evidence has shown that in some neuron types, such as hippocampal CA1 neurons, distally generated excitatory postsynaptic potentials (EPSPs) are scaled up in amplitude compared to more proximally generated EPSPs such that EPSP magnitudes at the soma are approximately equal regardless of the dendritic location of origin. Using an
Clifton C. Rumsey, L.F. Abbott
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Phase Precession and Recession with STDP and Anti-STDP
2006We show that standard, Hebbian spike-timing dependent plasticity (STDP) induces the precession of the firing phase of neurons in oscillatory networks, while anti-Hebbian STDP induces phase recession. In networks that are subject to oscillatory inhibition, the intensity of excitatory input relative to the inhibitory one determines whether the phase can ...
Răzvan V. Florian, Raul C. Mureşan
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