Synfire chains

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Graded, Dynamically Routable Information Processing with Synfire-Gated Synfire Chains

Coherent neural spiking and local field potentials are believed to be signatures of the binding and transfer of information in the brain. Coherent activity has now been measured experimentally in many regions of mammalian cortex. Recently experimental evidence has been presented suggesting that neural information is encoded and transferred in packets, i.e., in stereotypical, correlated spiking ...

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Synfire Chains and Catastrophic Interference

The brain must be capable of achieving extraordinarily precise sub-millisecond timing with imprecise neural hardware. We discuss how this might be possible using synfire chains (Abeles, 1991) and present a synfire chain learning algorithm for a sparsely-distributed network of spiking neurons (Sougné, 1999). Surprisingly, we show that this learning is not subject to catastrophic interference, a ...

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A Learning Algorithm for Synfire Chains

Neu robiological studies ind icate very p recise tempo ral behavior of neuron firings. Abeles [1] has recorded spik e timing of different co rtical cells and, in particular, has observed th e following level of precisio n: when a neuron A fires, neuron B w ould fire 15 1ms later an d neu ron C would fire p recisely 289 ms after that—with a precision across trials of 1 ms! Such lon g delays req ...

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Robust Feedforward Processing in Synfire Chains

The rapidity of time-constrained visual identification suggests a feedforward process in which neural activity is propagated through a number of cortical stages. The process is modeled by using a synfire chain, leading to a neural-network model which involves propagating activation waves through a sequence of layers. Theory and analysis of the model's behavior, especially in the presence of noi...

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Controlling the Speed of Synfire Chains

This paper deals with the propagation velocity of synnre chain activation in locally connected networks of artiicial spiking neu-rons. Analytical expressions for the propagation speed are derived taking into account form and range of local connectivity, explicitly modelled synaptic potentials, transmission delays and axonal conduction velocities. Wave velocities particularly depend on the level...

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ژورنال

عنوان ژورنال: Scholarpedia

سال: 2009

ISSN: 1941-6016

DOI: 10.4249/scholarpedia.1441