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. |
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| 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 |
| ISSN: | 2045-2322 |
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| DOI: | 10.1038/s41598-026-58480-4 |