Search Results - Hosseinmardi, Shirin

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  1. 1
    Parametric encoding with attention and convolution mitigate spectral bias of neural partial differential equation solvers

    Parametric encoding with attention and convolution mitigate spectral bias of neural partial differential equation solvers by Shishehbor, Mehdi, Hosseinmardi, Shirin, Bostanabad, Ramin

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  2. 2
    Operator learning with Gaussian processes

    Operator learning with Gaussian processes by Mora, Carlos, Yousefpour, Amin, Hosseinmardi, Shirin, Owhadi, Houman, Bostanabad, Ramin

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  3. 3
    Data-driven physics-constrained recurrent neural networks for multiscale damage modeling of metallic alloys with process-induced porosity

    Data-driven physics-constrained recurrent neural networks for multiscale damage modeling of metallic alloys with process-induced porosity by Deng, Shiguang, Hosseinmardi, Shirin, Wang, Libo, Apelian, Diran, Bostanabad, Ramin

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  4. 4
    A gaussian process framework for solving forward and inverse problems involving nonlinear partial differential equations

    A gaussian process framework for solving forward and inverse problems involving nonlinear partial differential equations by Mora, Carlos, Yousefpour, Amin, Hosseinmardi, Shirin, Bostanabad, Ramin

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  5. 5
    Parametric Encoding with Attention and Convolution Mitigate Spectral Bias of Neural Partial Differential Equation Solvers

    Parametric Encoding with Attention and Convolution Mitigate Spectral Bias of Neural Partial Differential Equation Solvers by Shishehbor, Mehdi, Hosseinmardi, Shirin, Bostanabad, Ramin

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  6. 6
    A Gaussian Process Framework for Solving Forward and Inverse Problems Involving Nonlinear Partial Differential Equations

    A Gaussian Process Framework for Solving Forward and Inverse Problems Involving Nonlinear Partial Differential Equations by Mora, Carlos, Yousefpour, Amin, Hosseinmardi, Shirin, Bostanabad, Ramin

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  7. 7
    Operator Learning with Gaussian Processes

    Operator Learning with Gaussian Processes by Mora, Carlos, Yousefpour, Amin, Hosseinmardi, Shirin, Owhadi, Houman, Bostanabad, Ramin

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  8. 8
    Simultaneous and Meshfree Topology Optimization with Physics-informed Gaussian Processes

    Simultaneous and Meshfree Topology Optimization with Physics-informed Gaussian Processes by Yousefpour, Amin, Hosseinmardi, Shirin, Mora, Carlos, Bostanabad, Ramin

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