Amitai Shenhav,1,2 Sebastian Musslick,3 Falk Lieder,4 Wouter Kool,5 Thomas L. Griffiths,6 Jonathan D. Cohen,3,7 and Matthew M. Botvinick8,9

1Department of Cognitive, Linguistic and Psychological Sciences, Brown University, Providence, Rhode Island 02912; email:

2Brown Institute for Brain Science, Brown University, Providence, Rhode Island 02912

3Princeton Neuroscience Institute, Princeton University, Princeton, New Jersey 08544

4Helen Wills Neuroscience Institute, University of California, Berkeley, California 94720

5Department of Psychology, Harvard University, Cambridge, Massachusetts 02138

6Department of Psychology, University of California, Berkeley, California 94720

7Department of Psychology, Princeton University, Princeton, New Jersey 08540

8Google DeepMind, London M1C 4AG, United Kingdom

9Gatsby Computational Neuroscience Unit, University College London, London W1T 4JG, United Kingdom

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