Constraint-based graph network simulator

16 December 2021

Yulia Rubanova

Alvaro Sanchez-Gonzalez

Papers citing "Constraint-based graph network simulator"

25 / 25 papers shown

Title
AMR-Transformer: Enabling Efficient Long-range Interaction for Complex Neural Fluid Simulation Zeyi Xu Jinfan Liu Kuangxu Chen Ye Chen Zhangli Hu Bingbing Ni 52 0 0 13 Mar 2025
DEL: Discrete Element Learner for Learning 3D Particle Dynamics with Neural Rendering Jiaxu Wang Jingkai Sun Junhao He Ziyi Zhang Qiang Zhang Mingyuan Sun Renjing Xu AI4CE 30 0 0 11 Oct 2024
MBDS: A Multi-Body Dynamics Simulation Dataset for Graph Networks Simulators Sheng Yang Fengge Wu Junsuo Zhao AI4CE 13 0 0 04 Oct 2024
Discovering Message Passing Hierarchies for Mesh-Based Physics Simulation Huayu Deng Xiangming Zhu Yunbo Wang Xiaokang Yang PINN AI4CE 29 0 0 03 Oct 2024
A review of graph neural network applications in mechanics-related domains Yingxue Zhao Haoran Li Haosu Zhou H. Attar Tobias Pfaff Nan Li AI4CE 27 5 0 10 Jul 2024
Learning Iterative Reasoning through Energy Diffusion Yilun Du Jiayuan Mao Joshua B. Tenenbaum LRM PINN 43 6 0 17 Jun 2024
Learning Physical Simulation with Message Passing Transformer Zeyi Xu Yifei Li AI4CE 22 1 0 10 Jun 2024
A Survey of Geometric Graph Neural Networks: Data Structures, Models and Applications Jiaqi Han Jiacheng Cen Liming Wu Zongzhao Li Xiangzhe Kong ... Zhewei Wei Deli Zhao Yu Rong Wenbing Huang Wenbing Huang AI4CE 32 20 0 01 Mar 2024
Bimanual Deformable Bag Manipulation Using a Structure-of-Interest Based Latent Dynamics Model Peng Zhou Pai Zheng Jiaming Qi Chenxi Li Chenguang Yang D. Navarro-Alarcon Jia Pan AI4CE 20 1 0 21 Jan 2024
Learning Flexible Body Collision Dynamics with Hierarchical Contact Mesh Transformer Youn-Yeol Yu Jeongwhan Choi Woojin Cho Kookjin Lee Nayong Kim ... Ilho Kim Seok-Woo Lee Joon Young Yang S. Yoon Noseong Park AI4CE 10 7 0 19 Dec 2023
Equivariance Is Not All You Need: Characterizing the Utility of Equivariant Graph Neural Networks for Particle Physics Tasks S. Thais D. Murnane AI4CE 26 4 0 06 Nov 2023
Inferring Relational Potentials in Interacting Systems Armand Comas Massagu´e Yilun Du Christian Fernández S. Ghimire M. Sznaier J. Tenenbaum Octavia Camps 14 4 0 23 Oct 2023
Graph Neural Network-based surrogate model for granular flows Yongjin Choi Krishna Kumar AI4CE 11 23 0 09 May 2023
MTP-GO: Graph-Based Probabilistic Multi-Agent Trajectory Prediction with Neural ODEs Theodor Westny Joel Oskarsson Björn Olofsson Erik Frisk 8 30 0 01 Feb 2023
GraphCast: Learning skillful medium-range global weather forecasting Rémi R. Lam Alvaro Sanchez-Gonzalez Matthew Willson Peter Wirnsberger Meire Fortunato ... Oriol Vinyals Jacklynn Stott Alexander Pritzel S. Mohamed Peter W. Battaglia AI4Cl 13 270 0 24 Dec 2022
Learning rigid dynamics with face interaction graph networks Kelsey R. Allen Yulia Rubanova Tatiana López-Guevara William F. Whitney Alvaro Sanchez-Gonzalez Peter W. Battaglia Tobias Pfaff 3DH GNN AI4CE 22 34 0 07 Dec 2022
Learning Physical Dynamics with Subequivariant Graph Neural Networks Jiaqi Han Wenbing Huang Hengbo Ma Jiachen Li J. Tenenbaum Chuang Gan AI4CE PINN 20 43 0 13 Oct 2022
A composable machine-learning approach for steady-state simulations on high-resolution grids Rishikesh Ranade C. Hill Lalit Ghule Jay Pathak AI4CE 17 7 0 11 Oct 2022
Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network Ravinder Bhattoo Sayan Ranu N. M. A. Krishnan AI4CE 26 17 0 23 Sep 2022
Learning Iterative Reasoning through Energy Minimization Yilun Du Shuang Li J. Tenenbaum Igor Mordatch PINN 8 23 0 30 Jun 2022
Equilibrium Aggregation: Encoding Sets via Optimization Sergey Bartunov F. Fuchs Timothy Lillicrap 11 7 0 25 Feb 2022
Lagrangian Neural Networks M. Cranmer S. Greydanus Stephan Hoyer Peter W. Battaglia D. Spergel S. Ho PINN 121 419 0 10 Mar 2020
Symplectic Recurrent Neural Networks Zhengdao Chen Jianyu Zhang Martín Arjovsky Léon Bottou 139 219 0 29 Sep 2019
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 258 1,398 0 01 Dec 2016
Geometric deep learning: going beyond Euclidean data M. Bronstein Joan Bruna Yann LeCun Arthur Szlam P. Vandergheynst GNN 231 3,230 0 24 Nov 2016