Low-rank lottery tickets: finding efficient low-rank neural networks via matrix differential equations S Schotthöfer, E Zangrando, J Kusch, G Ceruti, F Tudisco Advances in Neural Information Processing Systems 35, 20051-20063, 2022 | 20 | 2022 |
A Numerical Comparison of Consensus‐Based Global Optimization to other Particle‐based Global Optimization Schemes C Totzeck, R Pinnau, S Blauth, S Schotthöfer PAMM 18 (1), e201800291, 2018 | 16 | 2018 |
Structure Preserving Neural Networks: A Case Study in the Entropy Closure of the Boltzmann Equation S Schotthöfer, T Xiao, M Frank, CD Hauck Proceedings of the International Conference on Machine Learning, PMLR …, 2022 | 15* | 2022 |
A structure-preserving surrogate model for the closure of the moment system of the Boltzmann equation using convex deep neural networks S Schotthöfer, T Xiao, M Frank, C Hauck AIAA Aviation 2021 Forum, 2895, 2021 | 7 | 2021 |
KiT-RT: An extendable framework for radiative transfer and therapy J Kusch, S Schotthöfer, P Stammer, J Wolters, T Xiao ACM Transactions on Mathematical Software 49 (4), 1-24, 2023 | 3 | 2023 |
Conservation properties of the augmented basis update & Galerkin integrator for kinetic problems L Einkemmer, J Kusch, S Schotthöfer arXiv preprint arXiv:2311.06399, 2023 | 3 | 2023 |
Predicting continuum breakdown with deep neural networks T Xiao, S Schotthöfer, M Frank Journal of Computational Physics 489, 112278, 2023 | 3 | 2023 |
Rank-adaptive spectral pruning of convolutional layers during training E Zangrando, S Schotthöfer, G Ceruti, J Kusch, F Tudisco arXiv preprint arXiv:2305.19059, 2023 | 3 | 2023 |
Regularization for Adjoint-Based Unsteady Aerodynamic Optimization Using Windowing Techniques S Schotthöfer, BY Zhou, T Albring, NR Gauger AIAA Journal 59 (7), 2517-2531, 2021 | 2* | 2021 |
Structure-preserving neural networks for the regularized entropy-based closure of the Boltzmann moment system S Schotthöfer, MP Laiu, M Frank, CD Hauck arXiv preprint arXiv:2404.14312, 2024 | | 2024 |
Structure-Preserving Operator Learning: Modeling the Collision Operator of Kinetic Equations JY Lee, S Schotthöfer, T Xiao, S Krumscheid, M Frank arXiv preprint arXiv:2402.16613, 2024 | | 2024 |
Synergies between Numerical Methods for Kinetic Equations and Neural Networks S Schotthöfer | | 2023 |