Active reinforcement learning versus action bias and hysteresis: control with a mixture of experts and nonexperts

• Jaron T. Colas ,

  Roles Conceptualization, Formal analysis, Investigation, Methodology, Visualization, Writing – original draft

  * E-mail: jcolas@ucsb.edu

  Affiliations Department of Psychological and Brain Sciences, University of California, Santa Barbara, California, United States of America, Division of the Humanities and Social Sciences, California Institute of Technology, Pasadena, California, United States of America, Computation and Neural Systems Program, California Institute of Technology, Pasadena, California, United States of America

  https://orcid.org/0000-0003-1872-7614

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• John P. O’Doherty ,

  Roles Funding acquisition, Supervision, Writing – original draft

  ¶‡ These authors are joint senior authors on this work.

  Affiliations Division of the Humanities and Social Sciences, California Institute of Technology, Pasadena, California, United States of America, Computation and Neural Systems Program, California Institute of Technology, Pasadena, California, United States of America

  https://orcid.org/0000-0003-0016-3531

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• Scott T. Grafton

  Roles Funding acquisition, Supervision, Writing – original draft

  ¶‡ These authors are joint senior authors on this work.

  Affiliation Department of Psychological and Brain Sciences, University of California, Santa Barbara, California, United States of America

  https://orcid.org/0000-0003-4015-3151

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