Opponent Interactions between Serotonin and Dopamine
 Nathaniel D Daw    Sham Kakade    Peter Dayan
 
 Neural Networks   15, 603-616. 
 Abstract 
 There is suggestive evidence that the dorsal raphe serotonin system
  and the ventral tegmental and substantia nigra dopamine system can
  act as mutual opponents. In the light of the temporal difference
  model of the involvement of the dopamine system in reward learning,
  we consider three aspects of motivational opponency involving
  dopamine and serotonin.  We suggest that a tonic serotonergic signal
  reports the long-run average reward rate as part of an average-case
  reinforcement learning model; that a tonic dopaminergic signal
  reports the long-run average punishment rate in a similar context;
  and finally speculate that a phasic serotonin signal might report an
  ongoing prediction error for future punishment.
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