Overcoming extrapolation challenges of deep learning by incorporating physics in protein sequence-function modeling.

Saved in:
Bibliographic Details
Title: Overcoming extrapolation challenges of deep learning by incorporating physics in protein sequence-function modeling.
Authors: Barethiya, Shrishti1 (AUTHOR), Huang, Jian1 (AUTHOR), Stumpf, Clarice1 (AUTHOR), Liu, Xiao2 (AUTHOR), Guan, Hui2 (AUTHOR), Chen, Jianhan1 (AUTHOR) jianhanc@umass.edu
Source: PLoS Computational Biology. 3/25/2026, Vol. 22 Issue 3, p1-23. 23p.
Database: Academic Search Ultimate
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: asn
DbLabel: Academic Search Ultimate
An: 192513769
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Overcoming extrapolation challenges of deep learning by incorporating physics in protein sequence-function modeling.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AR" term="%22Barethiya%2C+Shrishti%22">Barethiya, Shrishti</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Huang%2C+Jian%22">Huang, Jian</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Stumpf%2C+Clarice%22">Stumpf, Clarice</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Liu%2C+Xiao%22">Liu, Xiao</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Guan%2C+Hui%22">Guan, Hui</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Chen%2C+Jianhan%22">Chen, Jianhan</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> jianhanc@umass.edu</i>
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22PLoS+Computational+Biology%22">PLoS Computational Biology</searchLink>. 3/25/2026, Vol. 22 Issue 3, p1-23. 23p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=192513769
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1371/journal.pcbi.1013728
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 23
        StartPage: 1
    Titles:
      – TitleFull: Overcoming extrapolation challenges of deep learning by incorporating physics in protein sequence-function modeling.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Barethiya, Shrishti
      – PersonEntity:
          Name:
            NameFull: Huang, Jian
      – PersonEntity:
          Name:
            NameFull: Stumpf, Clarice
      – PersonEntity:
          Name:
            NameFull: Liu, Xiao
      – PersonEntity:
          Name:
            NameFull: Guan, Hui
      – PersonEntity:
          Name:
            NameFull: Chen, Jianhan
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 25
              M: 03
              Text: 3/25/2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 1553734X
          Numbering:
            – Type: volume
              Value: 22
            – Type: issue
              Value: 3
          Titles:
            – TitleFull: PLoS Computational Biology
              Type: main
ResultId 1