Deep Neural Networks Motivated by Partial Differential Equations von Ruthotto, Lars, Haber, Eldad

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A machine learning framework for solving high-dimensional mean field game and mean field control problems von Ruthotto, Lars, Osher, Stanley J., Li, Wuchen, Nurbekyan, Levon, Fung, Samy Wu

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An introduction to deep generative modeling von Ruthotto, Lars, Haber, Eldad

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PyHySCO: GPU-enabled susceptibility artifact distortion correction in seconds von Julian, Abigail, Ruthotto, Lars

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hMRI – A toolbox for quantitative MRI in neuroscience and clinical research von Tabelow, Karsten, Balteau, Evelyne, Ashburner, John, Callaghan, Martina F., Draganski, Bogdan, Helms, Gunther, Kherif, Ferath, Leutritz, Tobias, Lutti, Antoine, Phillips, Christophe, Reimer, Enrico, Ruthotto, Lars, Seif, Maryam, Weiskopf, Nikolaus, Ziegler, Gabriel, Mohammadi, Siawoosh

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Stable architectures for deep neural networks von Haber, Eldad, Ruthotto, Lars

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LeanConvNets: Low-Cost Yet Effective Convolutional Neural Networks von Ephrath, Jonathan, Eliasof, Moshe, Ruthotto, Lars, Haber, Eldad, Treister, Eran

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Differential Equations for Continuous-Time Deep Learning von Ruthotto, Lars

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Inversion of convection–diffusion equation with discrete sources von Sharma, Meenarli, Hahn, Mirko, Leyffer, Sven, Ruthotto, Lars, van Bloemen Waanders, Bart

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A LAGRANGIAN GAUSS-NEWTON-KRYLOV SOLVER FOR MASS- AND INTENSITY-PRESERVING DIFFEOMORPHIC IMAGE REGISTRATION von Mang, Andreas, Ruthotto, Lars

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Example dataset for the hMRI toolbox von Callaghan, Martina F., Lutti, Antoine, Ashburner, John, Balteau, Evelyne, Corbin, Nadège, Draganski, Bogdan, Helms, Gunther, Kherif, Ferath, Leutritz, Tobias, Mohammadi, Siawoosh, Phillips, Christophe, Reimer, Enrico, Ruthotto, Lars, Seif, Maryam, Tabelow, Karsten, Ziegler, Gabriel, Weiskopf, Nikolaus

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A Neural Network Approach for Stochastic Optimal Control von Li, Xingjian, Verma, Deepanshu, Ruthotto, Lars

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A multiscale method for model order reduction in PDE parameter estimation von Fung, Samy Wu, Ruthotto, Lars

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An Uncertainty-Weighted Asynchronous ADMM Method for Parallel PDE Parameter Estimation von Fung, Samy Wu, Ruthotto, Lars

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A Hyperelastic Regularization Energy for Image Registration von Burger, Martin, Modersitzki, Jan, Ruthotto, Lars

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Computational methods for image reconstruction von Chung, Julianne, Ruthotto, Lars

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Optimal Experimental Design for Inverse Problems with State Constraints von Ruthotto, Lars, Chung, Julianne, Chung, Matthias

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Improved Susceptibility Artifact Correction of Echo-Planar MRI using the Alternating Direction Method of Multipliers von Macdonald, Jan, Ruthotto, Lars

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PNKH-B: A PROJECTED NEWTON-KRYLOV METHOD FOR LARGE-SCALE BOUND-CONSTRAINED OPTIMIZATION von Kan, Kelvin, Fung, Samy Wu, Ruthotto, Lars

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hessQuik: Fast Hessian computation of composite functions von Newman, Elizabeth, Ruthotto, Lars

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