Explainability guided model collapse mitigation for synthetic data driven wireless decision systems.
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| Title: | Explainability guided model collapse mitigation for synthetic data driven wireless decision systems. |
|---|---|
| Authors: | Tahir HA; School of Computing, Swinburne University, Melbourne, Australia., Alayed W; Department of Information Technology, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh, 11671, Saudi Arabia. wmalayed@pnu.edu.sa., Hassan WU; Department of Mathematics, Government College University, Lahore, 54000, Pakistan., Munir MU; Shaheed Zulfiqar Ali Bhutto Institute of Science and Technology, Karachi, Pakistan. |
| Source: | Scientific reports [Sci Rep] 2026 Jul 08. Date of Electronic Publication: 2026 Jul 08. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42420354 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Explainability guided model collapse mitigation for synthetic data driven wireless decision systems. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Tahir+HA%22">Tahir HA</searchLink>; School of Computing, Swinburne University, Melbourne, Australia.<br /><searchLink fieldCode="AU" term="%22Alayed+W%22">Alayed W</searchLink>; Department of Information Technology, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh, 11671, Saudi Arabia. wmalayed@pnu.edu.sa.<br /><searchLink fieldCode="AU" term="%22Hassan+WU%22">Hassan WU</searchLink>; Department of Mathematics, Government College University, Lahore, 54000, Pakistan.<br /><searchLink fieldCode="AU" term="%22Munir+MU%22">Munir MU</searchLink>; Shaheed Zulfiqar Ali Bhutto Institute of Science and Technology, Karachi, Pakistan. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Jul 08. <i>Date of Electronic Publication: </i>2026 Jul 08. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42420354 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41598-026-58480-4 Languages: – Code: eng Text: English Titles: – TitleFull: Explainability guided model collapse mitigation for synthetic data driven wireless decision systems. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Tahir HA – PersonEntity: Name: NameFull: Alayed W – PersonEntity: Name: NameFull: Hassan WU – PersonEntity: Name: NameFull: Munir MU IsPartOfRelationships: – BibEntity: Dates: – D: 08 M: 07 Text: 2026 Jul 08 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2045-2322 Titles: – TitleFull: Scientific reports Type: main |
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