Don't Think, Just Feel the Music: Individuals with Strong Pavlovian-to-Instrumental Transfer Effects Rely Less on Model-based Reinforcement Learning

@article{Sebold2016DontTJ,
  title={Don't Think, Just Feel the Music: Individuals with Strong Pavlovian-to-Instrumental Transfer Effects Rely Less on Model-based Reinforcement Learning},
  author={Miriam Sebold and Daniel J. Schad and Stephan Nebe and Maria Garbusow and Elisabeth J{\"u}nger and Nils B. Kroemer and Norbert Kathmann and Ulrich S. Zimmermann and Michael N. Smolka and Michael A. Rapp and Andreas Heinz and Quentin J. M. Huys},
  journal={Journal of Cognitive Neuroscience},
  year={2016},
  volume={28},
  pages={985-995}
}
Behavioral choice can be characterized along two axes. One axis distinguishes reflexive, model-free systems that slowly accumulate values through experience and a model-based system that uses knowledge to reason prospectively. The second axis distinguishes Pavlovian valuation of stimuli from instrumental valuation of actions or stimulus–action pairs. This results in four values and many possible interactions between them, with important consequences for accounts of individual variation. We here… CONTINUE READING
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Transfer of instrumental control mediated by a devalued outcome

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