<p>(<b>a</b>) Schematic of the reservoirs, buffers, and transient meta-states, and how synapses occupy these meta-states according to reward probability. (<b>b</b>) Plotted are the fractions of synapses in the weak reservoir (dashed lines) and buffer (solid lines) as a function of reward probability. The inset shows the fraction of transient meta-states for <i>N</i> = 6 and <i>N</i> = 8 models. Fractions in the strong reservoir, buffer, and transient meta-states are the mirror image (along <i>p</i><sub><i>r</i></sub> = 0.5) of their weak counterparts. As reward probability approaches 0.5, more synapses occupy transient and buffer meta-states, making the model more adaptable. As <i>p</i><sub><i>r</i></sub> deviates from 0.5, more synapses tr...
We studied the hypothesis that synaptic dynamics is controlled by three basic principles: (A) Synaps...
New experiences can be memorized by modifying the synaptic efficacies. Old memories are partially ov...
Copyright: © 2012 Morrison. This is an open-access article distributed under the terms of the Creat...
Learning from reward feedback in a changing environment requires a high degree of adaptability, yet ...
<div><p>Learning from reward feedback in a changing environment requires a high degree of adaptabili...
Recent experiments have shown that animals and humans have a remarkable ability to adapt their learn...
<p>(<b>a</b>) Plotted are the effective learning rates for potentiation () and depression () events ...
<p><b>A.</b> Recall performance in simple two-state (cascade depth ) versus metaplastic () synapses....
<p><b>A.</b> Memories are stored in the recurrent collaterals of a neural network. Five example syna...
A unied, biophysically motivated Calcium-Dependent Learning model has been shown to account for vari...
The training algorithm studied in this paper is inspired by the biological metaplasticity property o...
The search for biologically faithful synaptic plasticity rules has resulted in a large body of model...
Meta-parameters in reinforcement learning should be tuned to the environmental dynamics and the anim...
Part of hippocampal and cortical plasticity is characterized by synaptic modifications that depend o...
Most existing studies on computational modeling of neural plasticity have focused on synaptic plasti...
We studied the hypothesis that synaptic dynamics is controlled by three basic principles: (A) Synaps...
New experiences can be memorized by modifying the synaptic efficacies. Old memories are partially ov...
Copyright: © 2012 Morrison. This is an open-access article distributed under the terms of the Creat...
Learning from reward feedback in a changing environment requires a high degree of adaptability, yet ...
<div><p>Learning from reward feedback in a changing environment requires a high degree of adaptabili...
Recent experiments have shown that animals and humans have a remarkable ability to adapt their learn...
<p>(<b>a</b>) Plotted are the effective learning rates for potentiation () and depression () events ...
<p><b>A.</b> Recall performance in simple two-state (cascade depth ) versus metaplastic () synapses....
<p><b>A.</b> Memories are stored in the recurrent collaterals of a neural network. Five example syna...
A unied, biophysically motivated Calcium-Dependent Learning model has been shown to account for vari...
The training algorithm studied in this paper is inspired by the biological metaplasticity property o...
The search for biologically faithful synaptic plasticity rules has resulted in a large body of model...
Meta-parameters in reinforcement learning should be tuned to the environmental dynamics and the anim...
Part of hippocampal and cortical plasticity is characterized by synaptic modifications that depend o...
Most existing studies on computational modeling of neural plasticity have focused on synaptic plasti...
We studied the hypothesis that synaptic dynamics is controlled by three basic principles: (A) Synaps...
New experiences can be memorized by modifying the synaptic efficacies. Old memories are partially ov...
Copyright: © 2012 Morrison. This is an open-access article distributed under the terms of the Creat...