[HTML][HTML] Dopamine, uncertainty and TD learning

Y Niv, MO Duff, P Dayan�- Behavioral and brain Functions, 2005 - Springer
Y Niv, MO Duff, P Dayan
Behavioral and brain Functions, 2005Springer
Substantial evidence suggests that the phasic activities of dopaminergic neurons in the
primate midbrain represent a temporal difference (TD) error in predictions of future reward,
with increases above and decreases below baseline consequent on positive and negative
prediction errors, respectively. However, dopamine cells have very low baseline activity,
which implies that the representation of these two sorts of error is asymmetric. We explore
the implications of this seemingly innocuous asymmetry for the interpretation of�…
Abstract
Substantial evidence suggests that the phasic activities of dopaminergic neurons in the primate midbrain represent a temporal difference (TD) error in predictions of future reward, with increases above and decreases below baseline consequent on positive and negative prediction errors, respectively. However, dopamine cells have very low baseline activity, which implies that the representation of these two sorts of error is asymmetric. We explore the implications of this seemingly innocuous asymmetry for the interpretation of dopaminergic firing patterns in experiments with probabilistic rewards which bring about persistent prediction errors. In particular, we show that when averaging the non-stationary prediction errors across trials, a ramping in the activity of the dopamine neurons should be apparent, whose magnitude is dependent on the learning rate. This exact phenomenon was observed in a recent experiment, though being interpreted there in antipodal terms as a within-trial encoding of uncertainty.
Springer
Showing the best result for this search. See all results