Lars Ruthotto

Most-cited papers

Stable architectures for deep neural networks
E. Haber, Lars Ruthotto
2017arXiv.org889 citations Open access
Semantic Scholar
Deep Neural Networks Motivated by Partial Differential Equations
Lars Ruthotto, E. Haber
2018Journal of Mathematical Imaging and Vision579 citations Open access
Semantic Scholar
An introduction to deep generative modeling
Lars Ruthotto, E. Haber
2021GAMM-Mitteilungen316 citations Open access
Semantic Scholar
A machine learning framework for solving high-dimensional mean field game and mean field control problems
Lars Ruthotto, S. Osher, Wuchen Li, L. Nurbekyan +1 more
2019Proceedings of the National Academy of Sciences of the United States of America301 citations Open access
Semantic Scholar
Reversible Architectures for Arbitrarily Deep Residual Neural Networks
B. Chang, Lili Meng, E. Haber, Lars Ruthotto +2 more
2017AAAI Conference on Artificial Intelligence301 citations Open access
Semantic Scholar
hMRI – A toolbox for quantitative MRI in neuroscience and clinical research
K. Tabelow, E. Balteau, J. Ashburner, M. Callaghan +12 more
2019NeuroImage236 citations Open access
Semantic Scholar
OT-Flow: Fast and Accurate Continuous Normalizing Flows via Optimal Transport
Derek Onken, Samy Wu Fung, Xing-Jian Li, Lars Ruthotto
2020AAAI Conference on Artificial Intelligence228 citations Open access
Semantic Scholar
A Hyperelastic Regularization Energy for Image Registration
M. Burger, J. Modersitzki, Lars Ruthotto
2013SIAM Journal on Scientific Computing161 citations
Semantic Scholar
Motion Correction in Dual Gated Cardiac PET Using Mass-Preserving Image Registration
F. Gigengack, Lars Ruthotto, M. Burger, C. Wolters +2 more
2012IEEE Transactions on Medical Imaging140 citations
Semantic Scholar
Layer-Parallel Training of Deep Residual Neural Networks
Stefanie Günther, Lars Ruthotto, J. Schroder, E. Cyr +1 more
2018SIAM Journal on Mathematics of Data Science109 citations Open access
Semantic Scholar
Learning Across Scales - Multiscale Methods for Convolution Neural Networks
E. Haber, Lars Ruthotto, E. Holtham, Seong-Hwan Jun
2018AAAI Conference on Artificial Intelligence103 citations Open access
Semantic Scholar
Discretize-Optimize vs. Optimize-Discretize for Time-Series Regression and Continuous Normalizing Flows
Derek Onken, Lars Ruthotto
2020arXiv.org70 citations
Semantic Scholar
A Neural Network Approach for High-Dimensional Optimal Control Applied to Multiagent Path Finding
Derek Onken, L. Nurbekyan, Xing-Jian Li, Samy Wu Fung +2 more
2021IEEE Transactions on Control Systems Technology61 citations Open access
Semantic Scholar
Multilevel Diffusion: Infinite Dimensional Score-Based Diffusion Models for Image Generation
P. Hagemann, Sophie Mildenberger, Lars Ruthotto, G. Steidl +1 more
2023SIAM Journal on Mathematics of Data Science47 citations Open access
Semantic Scholar
A Neural Network Approach Applied to Multi-Agent Optimal Control
Derek Onken, L. Nurbekyan, Xing-Jian Li, Samy Wu Fung +2 more
2020European Control Conference47 citations Open access
Semantic Scholar
IMEXnet: A Forward Stable Deep Neural Network
E. Haber, Keegan Lensink, Eran Treister, Lars Ruthotto
2019International Conference on Machine Learning46 citations
Semantic Scholar
A LAGRANGIAN GAUSS–NEWTON–KRYLOV SOLVER FOR MASS- AND INTENSITY-PRESERVING DIFFEOMORPHIC IMAGE REGISTRATION
A. Mang, Lars Ruthotto
2017SIAM Journal on Scientific Computing45 citations Open access
Semantic Scholar
jInv-a Flexible Julia Package for PDE Parameter Estimation
Lars Ruthotto, Eran Treister, E. Haber
2016SIAM Journal on Scientific Computing42 citations Open access
Semantic Scholar
Hyperelastic Susceptibility Artifact Correction of DTI in SPM
Lars Ruthotto, S. Mohammadi, C. Heck, J. Modersitzki +1 more
2013Bildverarbeitung für die Medizin41 citations
Semantic Scholar
Optimal Experimental Design for Inverse Problems with State Constraints
Lars Ruthotto, Julianne Chung, Matthias Chung
2018SIAM Journal on Scientific Computing35 citations
Semantic Scholar
Never look back - A modified EnKF method and its application to the training of neural networks without back propagation
E. Haber, F. Lucka, Lars Ruthotto
2018arXiv.org34 citations
Semantic Scholar
A Neural Network Approach for Stochastic Optimal Control
Xing-Jian Li, Deepanshu Verma, Lars Ruthotto
2022SIAM Journal on Scientific Computing33 citations Open access
Semantic Scholar
Multivariate Quantile Function Forecaster
Kelvin K. Kan, François-Xavier Aubet, Tim Januschowski, Youngsuk Park +3 more
2022International Conference on Artificial Intelligence and Statistics32 citations
Semantic Scholar
Train Like a (Var)Pro: Efficient Training of Neural Networks with Variable Projection
Elizabeth Newman, Lars Ruthotto, Joseph L. Hart, B. V. B. Waanders
2020SIAM Journal on Mathematics of Data Science32 citations Open access
Semantic Scholar
Improving Graph Neural Networks with Learnable Propagation Operators
Moshe Eliasof, Lars Ruthotto, Eran Treister
2022International Conference on Machine Learning29 citations
Semantic Scholar
Learning across scales - A multiscale method for Convolution Neural Networks
E. Haber, Lars Ruthotto, E. Holtham
2017arXiv.org27 citations
Semantic Scholar
LeanConvNets: Low-Cost Yet Effective Convolutional Neural Networks
Jonathan Ephrath, Moshe Eliasof, Lars Ruthotto, E. Haber +1 more
2019IEEE Journal on Selected Topics in Signal Processing18 citations Open access
Semantic Scholar
Inversion of convection–diffusion equation with discrete sources
Meenarli Sharma, Mirko Hahn, Sven Leyffer, Lars Ruthotto +1 more
2020Optimization and Engineering17 citations
Semantic Scholar
An Uncertainty-Weighted Asynchronous ADMM Method for Parallel PDE Parameter Estimation
Samy Wu Fung, Lars Ruthotto
2018SIAM Journal on Scientific Computing17 citations Open access
Semantic Scholar
ADMM-Softmax: an ADMM approach for multinomial logistic regression
Samy Wu Fung, Sanna Tyrväinen, Lars Ruthotto, E. Haber
2019Electronic Transactions on Numerical Analysis16 citations Open access
Semantic Scholar
A multiscale method for model order reduction in PDE parameter estimation
Samy Wu Fung, Lars Ruthotto
2017Journal of Computational and Applied Mathematics16 citations Open access
Semantic Scholar
Registration of Dynamic Contrast Enhanced MRI with Local Rigidity Constraint
Lars Ruthotto, E. Hodneland, J. Modersitzki
2012Workshop on Biomedical Image Registration14 citations
Semantic Scholar
PNKH-B: A Projected Newton-Krylov Method for Large-Scale Bound-Constrained Optimization
Kelvin K. Kan, Samy Wu Fung, Lars Ruthotto
2020SIAM Journal on Scientific Computing13 citations Open access
Semantic Scholar
Low-Cost Parameterizations of Deep Convolutional Neural Networks
Eran Treister, Lars Ruthotto, Michal Sharoni, Sapir Zafrani +1 more
201813 citations
Semantic Scholar
A variational approach for the correction of field-inhomogeneities in EPI sequences
J. Olesch, Lars Ruthotto, H. Kugel, S. Skare +2 more
2010Medical Imaging12 citations
Semantic Scholar
Non-linear Image Registration
Lars Ruthotto, J. Modersitzki
2015Handbook of Mathematical Methods in Imaging11 citations
Semantic Scholar
slimTrain - A Stochastic Approximation Method for Training Separable Deep Neural Networks
Elizabeth Newman, Julianne Chung, Matthias Chung, Lars Ruthotto
2021SIAM Journal on Scientific Computing10 citations Open access
Semantic Scholar
Improved Susceptibility Artifact Correction of Echo-Planar MRI using the Alternating Direction Method of Multipliers
J. Macdonald, Lars Ruthotto
2018Journal of Mathematical Imaging and Vision10 citations
Semantic Scholar
LAP: a Linearize and Project Method for Solving Inverse Problems with Coupled Variables
James L. Herring, J. Nagy, Lars Ruthotto
2017arXiv.org10 citations
Semantic Scholar
Connections between deep learning and partial differential equations
M. Burger, W. E, Lars Ruthotto, S. Osher
2021European journal of applied mathematics9 citations Open access
Semantic Scholar
MGIC: Multigrid-in-Channels Neural Network Architectures
Moshe Eliasof, Jonathan Ephrath, Lars Ruthotto, Eran Treister
2020SIAM Journal on Scientific Computing9 citations Open access
Semantic Scholar
Gauss–Newton Optimization for Phase Recovery From the Bispectrum
James L. Herring, J. Nagy, Lars Ruthotto
2018IEEE Transactions on Computational Imaging9 citations Open access
Semantic Scholar
Computational methods for image reconstruction
Julianne Chung, Lars Ruthotto
2017NMR in Biomedicine8 citations
Semantic Scholar
Geophysical Imaging of Fluid Flow in Porous Media
J. Fohring, E. Haber, Lars Ruthotto
2014SIAM Journal on Scientific Computing7 citations
Semantic Scholar
Multigrid-in-Channels Neural Network Architectures
Moshe Eliasof, Jonathan Ephrath, Lars Ruthotto, Eran Treister
2020arXiv.org6 citations
Semantic Scholar
Avoiding The Double Descent Phenomenon of Random Feature Models Using Hybrid Regularization
Kelvin K. Kan, J. Nagy, Lars Ruthotto
2020arXiv.org6 citations
Semantic Scholar
Atlas-Based Whole-Body PET-CT Segmentation Using a Passive Contour Distance
F. Gigengack, Lars Ruthotto, Xiao-Yi Jiang, J. Modersitzki +3 more
2012MCV6 citations
Semantic Scholar
A Simplified Pipeline for Motion Correction in Dual Gated Cardiac PET
Lars Ruthotto, F. Gigengack, M. Burger, C. Wolters +3 more
2012Bildverarbeitung für die Medizin6 citations
Semantic Scholar
Numerical methods for polyline‐to‐point‐cloud registration with applications to patient‐specific stent reconstruction
C. Y. Lin, A. Veneziani, Lars Ruthotto
2018International Journal for Numerical Methods in Biomedical Engineering5 citations Open access
Semantic Scholar
A new method for joint susceptibility artefact correction and super-resolution for dMRI
Lars Ruthotto, S. Mohammadi, N. Weiskopf
2014Medical Imaging5 citations Open access
Semantic Scholar