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Muhammad Muneeb Akmal

affiliation not provided to SSRN

  • affiliation not provided to SSRN

SCHOLARLY PAPERS

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Scholarly Papers (1)

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Gen-PINNs: Generative Adversarial Physics Informed Neural Networks for solving partial differential equations

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Gen-PINNs: Generative Adversarial Physics Informed Neural Networks for solving partial differential equations

Number of pages: 51 Posted: 18 Apr 2026
Muhammad Muneeb Akmal, Kamy Sepehrnoori and Michael J. Pyrcz
affiliation not provided to SSRN, University of Texas at Austin and University of Texas at Austin
Downloads 45 (1,196,631)

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Physics Informed Neural Networks, Generative Adversarial Networks, Partial Differential Equations, Computational Physics, Deep learning, Scientific Machine Learning

Gen-PINNs: Generative Adversarial Physics Informed Neural Networks for solving partial differential equations

Number of pages: 51 Posted: 13 May 2026
Muhammad Muneeb Akmal, Kamy Sepehrnoori and Michael J. Pyrcz
affiliation not provided to SSRN, University of Texas at Austin and University of Texas at Austin
Downloads 9 (1,621,812)

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