Systems biology informed deep learning for inferring parameters and hidden dynamics

• Alireza Yazdani ,

  Contributed equally to this work with: Alireza Yazdani, Lu Lu

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

  Affiliation Division of Applied Mathematics, Brown University, Providence, Rhode Island, USA

  https://orcid.org/0000-0002-0139-2080

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• Lu Lu ,

  Contributed equally to this work with: Alireza Yazdani, Lu Lu

  Roles Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – review & editing

  Affiliation Department of Mathematics, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA

  https://orcid.org/0000-0002-5476-5768

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• Maziar Raissi,

  Roles Conceptualization, Methodology, Software, Validation, Writing – review & editing

  Affiliation Department of Applied Mathematics, University of Colorado, Boulder, Colorado, USA

  https://orcid.org/0000-0002-8467-4568

  ⨯
• George Em Karniadakis

  Roles Conceptualization, Funding acquisition, Writing – review & editing

  * E-mail: george_karniadakis@brown.edu

  Affiliation Division of Applied Mathematics, Brown University, Providence, Rhode Island, USA

  https://orcid.org/0000-0002-9713-7120

  ⨯