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A structure-preserving surrogate model for the closure of the moment system of the Boltzmann equation using convex deep neural networks.

, , , and . CoRR, (2021)

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Structure-Preserving Operator Learning: Modeling the Collision Operator of Kinetic Equations., , , , and . CoRR, (2024)KiT-RT: An extendable framework for radiative transfer and therapy., , , , and . CoRR, (2022)Conservation properties of the augmented basis update & Galerkin integrator for kinetic problems., , and . CoRR, (2023)Neural network-based, structure-preserving entropy closures for the Boltzmann moment system., , , and . CoRR, (2022)Structure Preserving Neural Networks: A Case Study in the Entropy Closure of the Boltzmann Equation., , , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 19406-19433. PMLR, (2022)Structure-preserving neural networks for the regularized entropy-based closure of the Boltzmann moment system., , , and . CoRR, (2024)Rank-adaptive spectral pruning of convolutional layers during training., , , , and . CoRR, (2023)Low-rank lottery tickets: finding efficient low-rank neural networks via matrix differential equations., , , , and . NeurIPS, (2022)A structure-preserving surrogate model for the closure of the moment system of the Boltzmann equation using convex deep neural networks., , , and . CoRR, (2021)KiT-RT: An Extendable Framework for Radiative Transfer and Therapy., , , , and . ACM Trans. Math. Softw., 49 (4): 38:1-38:24 (December 2023)