Linking tonic dopamine and biased value predictions in a biologically inspired reinforcement learning model
Some psychiatric disorders are characterized by excessively optimistic or pessimistic predictions of future events, as well as changes in dopamine levels. However, how changes in dopamine could lead to biased value predictions is unknown. Here, we draw this link by examining the role of baseline dopamine levels in value learning. Value learning is thought to depend, in part, on synaptic plasticity driven by dopamine reward prediction errors (RPEs) acting upon D1 and D2 receptors in medium spiny neurons (MSNs) of the striatum. At reported striatal dopamine levels, D1 and D2 receptors are mostl