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About Reinforcement Learning Through Modulation of Spike-Timing-Dependent Synaptic Plasticity
This document discusses how reinforcement learning can occur through the modulation of spike-timing-dependent plasticity (STDP) by a global reward signal. The author first analytically derives learning rules involving reward-modulated synaptic and intrinsic plasticity using a reinforcement learning algorithm applied to a spiking neuron model. Simulations then demonstrate that two simple learning rules based on modulated STDP can solve problems like the XOR problem and learn target output patterns, suggesting reward-modulated STDP may underlie reinforcement learning in the brain.
Detailed Information
| Author: | ['A_Wretch'] |
|---|---|
| Publication Year: | 2011 |
| Pages: | 36 |
| Language: | English |
| Format: | |
| Price: | FREE |
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