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Sensorimotor cortex reinforcement learning of 2-joint virtual arm reaching (Neymotin et al. 2013)
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"... We developed a model of sensory and motor neocortex consisting of 704 spiking model-neurons. Sensory and motor populations included excitatory cells and two types of interneurons. Neurons were interconnected with AMPA/NMDA, and GABAA synapses. We trained our model using spike-timing-dependent reinforcement learning to control a 2-joint virtual arm to reach to a fixed target. ... "
Neymotin SA, Chadderdon GL, Kerr CC, Francis JT, Lytton WW (2013) Reinforcement learning of two-joint virtual arm reaching in a computer model of sensorimotor cortex.
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Neocortex V1 L6 pyramidal corticothalamic cell;
Neocortex U1 L2/6 pyramidal intratelencephalic cell;
Neocortex V1 interneuron basket PV cell;
Neocortex fast spiking (FS) interneuron;
Neocortex spiking regular (RS) neuron;
Neocortex spiking low threshold (LTS) neuron;
Neymotin, Sam [samn at neurosim.downstate.edu];
Chadderdon, George [gchadder3 at gmail.com];
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Neocortex V1 L6 pyramidal corticothalamic cell
Neocortex V1 interneuron basket PV cell
Neocortex U1 L2/6 pyramidal intratelencephalic cell
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