Neural reparameterization improves structural optimization

Neural reparameterization improves structural optimization

10 September 2019

Jascha Narain Sohl-Dickstein

Papers citing "Neural reparameterization improves structural optimization"

13 / 13 papers shown

Title
Multi-scale Topology Optimization using Neural Networks Hongrui Chen Xingchen Liu L. Kara AI4CE 71 1 0 21 Feb 2025
Anatomically Constrained Implicit Face Models Prashanth Chandran Gaspard Zoss 3DH CVBM 35 1 0 12 Dec 2023
Bringing PDEs to JAX with forward and reverse modes automatic differentiation I. Yashchuk 27 6 0 31 Aug 2023
Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency Hongrui Chen Aditya Joglekar L. Kara AI4CE 24 7 0 17 May 2023
SELTO: Sample-Efficient Learned Topology Optimization Sören Dittmer David Erzmann Henrik Harms Peter Maass 32 2 0 12 Sep 2022
Generative Thermal Design Through Boundary Representation and Multi-Agent Cooperative Environment Hadi Keramati F. Hamdullahpur AI4CE 20 0 0 16 Aug 2022
FRC-TOuNN: Topology Optimization of Continuous Fiber Reinforced Composites using Neural Network A. Chandrasekhar Amir M. Mirzendehdel M. Behandish K. Suresh 31 29 0 07 May 2022
Tutorial on amortized optimization Brandon Amos OffRL 75 43 0 01 Feb 2022
Fast PDE-constrained optimization via self-supervised operator learning Sizhuang He Mohamed Aziz Bhouri P. Perdikaris 47 28 0 25 Oct 2021
ICON: Learning Regular Maps Through Inverse Consistency Hastings Greer Roland Kwitt François-Xavier Vialard Marc Niethammer 19 24 0 10 May 2021
De-homogenization using Convolutional Neural Networks M. O. Elingaard N. Aage J. A. Bærentzen Ole Sigmund 21 23 0 10 May 2021
Kohn-Sham equations as regularizer: building prior knowledge into machine-learned physics Li Li Stephan Hoyer Ryan Pederson Ruoxi Sun E. D. Cubuk Patrick F. Riley K. Burke AI4CE 32 120 0 17 Sep 2020
Computed Tomography Reconstruction Using Deep Image Prior and Learned Reconstruction Methods Daniel Otero Baguer Johannes Leuschner Maximilian Schmidt 29 186 0 10 Mar 2020