Membrane voltage and rastor plot after training: (A) The membrane voltage response of an excitatory neuron (E-388) in response to a single image presented for 400 ms after learning.

<p>Membrane voltage (yellow), black (spike threshold). The green and purple traces show the response to excitatory and inhibitory inputs alone. (B) The raster plot of the spiking response of all neurons in response to the same single image. The population sparseness is and for the excitatory (...

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Bibliographic Details
Main Author:	Marko A. Ruslim (22662875) (author)
Other Authors:	Martin J. Spencer (22662878) (author), Hinze Hogendoorn (6421304) (author), Hamish Meffin (739833) (author), Yanbo Lian (10219563) (author), Anthony N. Burkitt (6732233) (author)
Published:	2025
Subjects:	Biophysics Neuroscience Physiology Sociology Space Science Biological Sciences not elsewhere classified primary visual cortex present study attempts optimum energy efficiency natural image stimuli model built upon homeostatic rule adjusted fulfilling requirements related fast time scales excitatory leaky integrate computational studies deal temporally sparse spike like receptive fields lateral geniculate nucleus implementing expected principles div >< p spiking neural model experimentally observed properties increased excitatory input observed emergent properties receptive fields studies leave spiking input increased inhibition emergent features neural responses neural networks properties arise expected properties synaptic plasticity sparse coding recurrent connections randomized jitter predictive coding neuron based many experimental layer form information representation information processing efficient coding decorrelated firing brain unanswered
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Membrane voltage and rastor plot after training: (A) The membrane voltage response of an excitatory neuron (E-388) in response to a single image presented for 400 ms after learning.

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