(a) An example spike raster in response to a drifting grating in an all-LIF IntFire1 simulation. (b) Spontaneous rate, Rmax, OSI and DSI by cell type. (c) Spectra of multi-unit activity (weighted by 1/r, where r is the distance from the cell to the center of the system). This is used as a proxy to LFP, which cannot be directly computed for the point-neuron models. Note that exact match between this metric and the actual LFP computed for biophysical model (see Fig 3C) is not expected, but they both exhibit similar features, such as a prominent peak at ~20 Hz. (d) Distributions of lifetime sparsity of responses to gratings and movies, averaged over 10 trials. The data are for three directions of a grating (0, 45, and 90 degrees) and for three...
Raster plots for models with three different RFs (rows, A—C) in response to three different stimuli ...
Leaky integrate-and-fire (LIF) network models are commonly used to study how the spiking dynamics of...
<p>Top row (<b>A</b>–<b>C</b>): Unperturbed feedback (FB; black), shuffling of spike-train senders a...
(a) Log-normal like distribution of firing rates. Top, firing rates of all biophysical cells from th...
<p>Dependence of the spike-train and population-rate statistics on the synaptic weight (PSP amplitu...
<p><i>N</i> = 40,000, <i>K</i> = 800. <i>J</i><sub>0</sub> = 2, <i>I</i><sub>0</sub> = 0.3, <i>τ</i>...
<p><b>A:</b> Mean output firing rate (, solid) and mean cross-covariance strength (covariance normal...
<p><b>A.</b> Architecture of the large network of spiking neurons. <b>B.</b> Architecture of the net...
From top to bottom: Current step. Spike raster plot for for 4 neurons. Voltage traces for the 4 neur...
Threshold-linear approximation (dashed line) of the LIF noisy neuron firing rate (Eq 5, solid line)....
(A) In computer simulations, both MUA and EFP showed shorter average response latency and more preci...
A. Frequency vs. Ibias curves for LIF (blue) and INaP (red) models. Observe the different scales for...
(a) Cortical amplification of the LGN inputs. The excitatory currents (from the LGN only, as well as...
A typical human brain consists of roughly 100 billion neurons, and one key aim of Biological Cyberne...
A) Average EPSP slope, calculated from the 18 model synapses (red squares, using a Δt = 5 ms) and ex...
Raster plots for models with three different RFs (rows, A—C) in response to three different stimuli ...
Leaky integrate-and-fire (LIF) network models are commonly used to study how the spiking dynamics of...
<p>Top row (<b>A</b>–<b>C</b>): Unperturbed feedback (FB; black), shuffling of spike-train senders a...
(a) Log-normal like distribution of firing rates. Top, firing rates of all biophysical cells from th...
<p>Dependence of the spike-train and population-rate statistics on the synaptic weight (PSP amplitu...
<p><i>N</i> = 40,000, <i>K</i> = 800. <i>J</i><sub>0</sub> = 2, <i>I</i><sub>0</sub> = 0.3, <i>τ</i>...
<p><b>A:</b> Mean output firing rate (, solid) and mean cross-covariance strength (covariance normal...
<p><b>A.</b> Architecture of the large network of spiking neurons. <b>B.</b> Architecture of the net...
From top to bottom: Current step. Spike raster plot for for 4 neurons. Voltage traces for the 4 neur...
Threshold-linear approximation (dashed line) of the LIF noisy neuron firing rate (Eq 5, solid line)....
(A) In computer simulations, both MUA and EFP showed shorter average response latency and more preci...
A. Frequency vs. Ibias curves for LIF (blue) and INaP (red) models. Observe the different scales for...
(a) Cortical amplification of the LGN inputs. The excitatory currents (from the LGN only, as well as...
A typical human brain consists of roughly 100 billion neurons, and one key aim of Biological Cyberne...
A) Average EPSP slope, calculated from the 18 model synapses (red squares, using a Δt = 5 ms) and ex...
Raster plots for models with three different RFs (rows, A—C) in response to three different stimuli ...
Leaky integrate-and-fire (LIF) network models are commonly used to study how the spiking dynamics of...
<p>Top row (<b>A</b>–<b>C</b>): Unperturbed feedback (FB; black), shuffling of spike-train senders a...