Toward reliable machine learning models for neural circuit inference: A diagnostic study of CNNs on spike trains

• Xiaoqian Sun ,

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: xiaoqian10@gwu.edu (XS); simha@gwu.edu (RS)

  Affiliation Department of Computer Science, School of Engineering and Applied Science, The George Washington University, Washington, District of Columbia, United States of America

  https://orcid.org/0000-0002-8663-7381

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• Hui Lu,

  Roles Writing – review & editing

  Affiliations The GW Institute for Neuroscience, The George Washington University, Washington, District of Columbia, United States of America, Department of Pharmacology and Physiology, School of Medicine and Health Sciences, The George Washington University, Washington, District of Columbia, United States of America

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• Chen Zeng,

  Roles Conceptualization, Writing – review & editing

  Affiliation Department of Physics, Columbian College of Arts and Sciences, The George Washington University, Washington, District of Columbia, United States of America

  https://orcid.org/0000-0001-9862-277X

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• Rahul Simha

  Roles Conceptualization, Methodology, Supervision, Writing – review & editing

  * E-mail: xiaoqian10@gwu.edu (XS); simha@gwu.edu (RS)

  Affiliation Department of Computer Science, School of Engineering and Applied Science, The George Washington University, Washington, District of Columbia, United States of America

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