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NTopo: Mesh-free Topology Optimization using Implicit Neural Representations

Neural Information Processing Systems (NeurIPS), 2021

22 February 2021

Papers citing "NTopo: Mesh-free Topology Optimization using Implicit Neural Representations"

34 / 34 papers shown

Title
Heterogeneous Metamaterials Design via Multiscale Neural Implicit RepresentationDesign Automation Conference (DAC), 2025 Hongrui Chen Liwei Wang Levent Burak Kara 60 0 0 04 Nov 2025
Censored Sampling for Topology Design: Guiding Diffusion with Human Preferences Euihyun Kim Keun Park Yeoneung Kim DiffM 76 0 0 03 Aug 2025
Compliance Minimization via Physics-Informed Gaussian Processes Xiangyu Sun Amin Yousefpour Shirin Hosseinmardi Ramin Bostanabad 98 1 0 14 Jul 2025
Explorable INR: An Implicit Neural Representation for Ensemble Simulation Enabling Efficient Spatial and Parameter ExplorationIEEE Transactions on Visualization and Computer Graphics (TVCG), 2025 Yi-Tang Chen Haoyu Li Neng Shi Xihaier Luo Wei Xu Han-Wei Shen 425 3 0 01 Apr 2025
TopoGaussian: Inferring Internal Topology Structures from Visual CluesInternational Conference on Learning Representations (ICLR), 2025 Xiaoyu Xiong Changyu Hu Chunru Lin Pingchuan Ma Chuang Gan Tao Du 185 2 0 16 Mar 2025
Multi-scale Topology Optimization using Neural NetworksEngineering computations (Eng. Comput.), 2024 Hongrui Chen Xingchen Liu Levent Burak Kara AI4CE 254 3 0 21 Feb 2025
Regularized interpolation in 4D neural fields enables optimization of 3D printed geometries Christos Margadji Andi Kuswoyo Sebastian W. Pattinson AI4CE 205 1 0 03 Feb 2025
Neurally Integrated Finite Elements for Differentiable Elasticity on Evolving DomainsACM Transactions on Graphics (TOG), 2024 Gilles Daviet Tianchang Shen Nicholas Sharp David I. W. Levin 807 2 0 12 Oct 2024
Neural topology optimization: the good, the bad, and the ugly Suryanarayanan Manoj Sanu Alejandro M. Aragon Miguel A. Bessa 226 6 0 19 Jul 2024
Simplicits: Mesh-Free, Geometry-Agnostic, Elastic SimulationACM Transactions on Graphics (TOG), 2024 Vismay Modi Nicholas Sharp Or Perel Shinjiro Sueda David I. W. Levin AI4CE 192 23 0 09 Jun 2024
Machine Learning Optimized Approach for Parameter Selection in MESHFREE Simulations Paulami Banerjee Mohan Padmanabha Chaitanya Sanghavi Isabel Michel Simone Gramsch AI4CE 149 1 0 20 Mar 2024
Improving Efficiency of Iso-Surface Extraction on Implicit Neural Representations Using Uncertainty Propagation Haoyu Li Han-Wei Shen 91 4 0 21 Feb 2024
Geometry-Informed Neural Networks Arturs Berzins Andreas Radler Eric Volkmann Sebastian Sanokowski Sepp Hochreiter Johannes Brandstetter GAN AI4CE 431 5 0 21 Feb 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization Amin Heyrani Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 207 5 0 07 Feb 2024
Differentiable Visual Computing for Inverse Problems and Machine LearningNature Machine Intelligence (Nat. Mach. Intell.), 2023 Andrew Spielberg Fangcheng Zhong Konstantinos Rematas Krishna Murthy Jatavallabhula Cengiz Öztireli Tzu-Mao Li Derek Nowrouzezahrai 171 12 0 21 Nov 2023
Neural Stress Fields for Reduced-order Elastoplasticity and FractureACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia (SIGGRAPH Asia), 2023 Zeshun Zong Xuan Li Minchen Li Maurizio M. Chiaramonte Wojciech Matusik E. Grinspun Kevin Carlberg Jian Ren Julius Berner AI4CE 219 27 0 26 Oct 2023
LiCROM: Linear-Subspace Continuous Reduced Order Modeling with Neural FieldsACM SIGGRAPH Conference and Exhibition on Computer Graphics and Interactive Techniques in Asia (SIGGRAPH Asia), 2023 Yue Chang Julius Berner Zhecheng Wang Maurizio M. Chiaramonte Kevin Carlberg E. Grinspun AI4CE 209 14 0 24 Oct 2023
Deep Learning in Deterministic Computational Mechanics L. Herrmann Stefan Kollmannsberger AI4CE PINN 251 1 0 27 Sep 2023
Neural Metamaterial Networks for Nonlinear Material DesignACM Transactions on Graphics (TOG), 2023 Yue Li Stelian Coros B. Thomaszewski 105 22 0 15 Sep 2023
NeuralClothSim: Neural Deformation Fields Meet the Thin Shell TheoryNeural Information Processing Systems (NeurIPS), 2023 Navami Kairanda Marc Habermann Christian Theobalt Vladislav Golyanik AI4CE 227 6 0 24 Aug 2023
Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved EfficiencyDesign Automation Conference (DAC), 2023 Hongrui Chen Aditya Joglekar Levent Burak Kara AI4CE 117 9 0 17 May 2023
DMF-TONN: Direct Mesh-free Topology Optimization using Neural NetworksEngineering computations (Eng. Comput.), 2023 Aditya Joglekar Hongrui Chen Levent Burak Kara AI4CE 124 19 0 06 May 2023
Edge Preserving Implicit Surface Representation of Point Clouds Xiaogang Wang Y. Cheng Liang Wang Jiangbo Lu Kai Xu Guoqiang Xiao 3DPC 119 3 0 12 Jan 2023
Physics-Informed Machine Learning: A Survey on Problems, Methods and Applications Zhongkai Hao Songming Liu Yichi Zhang Chengyang Ying Yao Feng Hang Su Jun Zhu PINN AI4CE 306 146 0 15 Nov 2022
Topology Optimization via Machine Learning and Deep Learning: A ReviewJournal of Computational Design and Engineering (JCDE), 2022 S. Shin Dongju Shin Namwoo Kang AI4CE 152 105 0 19 Oct 2022
Computational Design of Active Kinesthetic GarmentsACM Symposium on User Interface Software and Technology (UIST), 2022 Velko Vechev R. Hinchet Stelian Coros B. Thomaszewski Otmar Hilliges AI4CE 70 10 0 14 Oct 2022
Implicit Neural Spatial Representations for Time-dependent PDEsInternational Conference on Machine Learning (ICML), 2022 Honglin Chen Rundi Wu E. Grinspun Changxi Zheng Julius Berner AI4CE 377 43 0 30 Sep 2022
SELTO: Sample-Efficient Learned Topology Optimization Sören Dittmer David Erzmann Henrik Harms Peter Maass 275 2 0 12 Sep 2022
On Quantizing Implicit Neural RepresentationsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Cameron Gordon Shin-Fang Chng L. MacDonald Simon Lucey MQ 260 22 0 01 Sep 2022
Gradient-based Bi-level Optimization for Deep Learning: A Survey Can Chen Xiangshan Chen Chen Ma Zixuan Liu Xue Liu 413 44 0 24 Jul 2022
A Generalized Framework for Microstructural Optimization using Neural NetworksSocial Science Research Network (SSRN), 2022 S. Sridhara A. Chandrasekhar K. Suresh AI4CE 62 14 0 13 Jul 2022
CROM: Continuous Reduced-Order Modeling of PDEs Using Implicit Neural RepresentationsInternational Conference on Learning Representations (ICLR), 2022 Julius Berner Jinxu Xiang D. Cho Yue Chang G. Pershing H. Maia Maurizio M. Chiaramonte Kevin Carlberg E. Grinspun AI4CE 260 58 0 06 Jun 2022
First-Order Bilevel Topology Optimization for Fast Mechanical Design Zherong Pan Xifeng Gao Kui Wu 100 1 0 13 Apr 2022
Neural Fields in Visual Computing and Beyond Yiheng Xie Towaki Takikawa Forrest Iandola Or Litany Shiqin Yan Numair Khan Federico Tombari James Tompkin Vincent Sitzmann Srinath Sridhar 3DH 779 731 0 22 Nov 2021