SummaryReward prediction error (RPE) signals are central to current models of reward-learning. Temporal difference (TD) learning models posit that these signals should be modulated by predictions, not only of magnitude but also timing of reward. Here we show that BOLD activity in the VTA conforms to such TD predictions: responses to unexpected rewards are modulated by a temporal hazard function and activity between a predictive stimulus and reward is depressed in proportion to predicted reward. By contrast, BOLD activity in ventral striatum (VS) does not reflect a TD RPE, but instead encodes a signal on the variable relevant for behavior, here timing but not magnitude of reward. The results have important implications for dopaminergic model...
Temporal difference learning (TD) is a popular algorithm in machine learning. Two learning signals t...
ABSTRACT: Temporal difference learning (TD) is a popular algorithm in machine learning. Two learning...
The mesolimbic dopaminergic system has long been known to be involved in the processing of rewarding...
SummaryReward prediction error (RPE) signals are central to current models of reward-learning. Tempo...
It has been proposed that the striatum plays a crucial role in learning to select appropriate action...
Midbrain dopamine neurons encode reward prediction errors. In this issue of Neuron, Takahashi et al....
International audienceOne of the earliest attempts to understand how animals learn involved pairing ...
AbstractTemporal difference learning has been proposed as a model for Pavlovian conditioning, in whi...
Temporal difference learning has been proposed as a model for Pavlovian conditioning, in which an an...
Midbrain dopamine neurons signal reward prediction error (RPE), or actual minus expected reward. The...
Physiologic studies revealed that neurons in the dopaminergic midbrain of non-human primates encode ...
According to a series of influential models, dopamine (DA) neurons sig-nal reward prediction error u...
This article focuses on recent modeling studies of dopamine neuron activity and their influence on b...
Neural correlates of reward prediction errors (RPEs) have been found in dorsal striatum. Such signal...
Neural activity in dopaminergic areas such as the ventral tegmental area is influenced by timing pro...
Temporal difference learning (TD) is a popular algorithm in machine learning. Two learning signals t...
ABSTRACT: Temporal difference learning (TD) is a popular algorithm in machine learning. Two learning...
The mesolimbic dopaminergic system has long been known to be involved in the processing of rewarding...
SummaryReward prediction error (RPE) signals are central to current models of reward-learning. Tempo...
It has been proposed that the striatum plays a crucial role in learning to select appropriate action...
Midbrain dopamine neurons encode reward prediction errors. In this issue of Neuron, Takahashi et al....
International audienceOne of the earliest attempts to understand how animals learn involved pairing ...
AbstractTemporal difference learning has been proposed as a model for Pavlovian conditioning, in whi...
Temporal difference learning has been proposed as a model for Pavlovian conditioning, in which an an...
Midbrain dopamine neurons signal reward prediction error (RPE), or actual minus expected reward. The...
Physiologic studies revealed that neurons in the dopaminergic midbrain of non-human primates encode ...
According to a series of influential models, dopamine (DA) neurons sig-nal reward prediction error u...
This article focuses on recent modeling studies of dopamine neuron activity and their influence on b...
Neural correlates of reward prediction errors (RPEs) have been found in dorsal striatum. Such signal...
Neural activity in dopaminergic areas such as the ventral tegmental area is influenced by timing pro...
Temporal difference learning (TD) is a popular algorithm in machine learning. Two learning signals t...
ABSTRACT: Temporal difference learning (TD) is a popular algorithm in machine learning. Two learning...
The mesolimbic dopaminergic system has long been known to be involved in the processing of rewarding...