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A Benchmarking Study for Algorithm Selection in Scientific Machine Learning (SciML): PINN vs. gPINN for Solving Partial Differential Equations.

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Title: A Benchmarking Study for Algorithm Selection in Scientific Machine Learning (SciML): PINN vs. gPINN for Solving Partial Differential Equations.
Authors: Azam, Muhammad1 (AUTHOR), Chuhan, Imran Shabir2 (AUTHOR), Ahmed, Muhammad Shafiq3 (AUTHOR), Arshid, Kaleem4 (AUTHOR) kaleem.arshid@edu.unige.it
Source: AppliedMath. Feb2026, Vol. 6 Issue 2, p26. 24p.
Database: Mathematics Source
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  Data: A Benchmarking Study for Algorithm Selection in Scientific Machine Learning (SciML): PINN vs. gPINN for Solving Partial Differential Equations.
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  Data: <searchLink fieldCode="JN" term="%22AppliedMath%22">AppliedMath</searchLink>. Feb2026, Vol. 6 Issue 2, p26. 24p.
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        Value: 10.3390/appliedmath6020026
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        Text: English
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      – TitleFull: A Benchmarking Study for Algorithm Selection in Scientific Machine Learning (SciML): PINN vs. gPINN for Solving Partial Differential Equations.
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              Text: Feb2026
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