Learning to Simulate Complex Physics with Graph Networks

21 February 2020

Alvaro Sanchez-Gonzalez

Papers citing "Learning to Simulate Complex Physics with Graph Networks"

50 / 595 papers shown

Title
Regional Ocean Forecasting with Hierarchical Graph Neural Networks Daniel Holmberg Emanuela Clementi Teemu Roos AI4Cl 21 1 0 15 Oct 2024
Gaussian Splatting Visual MPC for Granular Media Manipulation Wei-Cheng Tseng Ellina Zhang Krishna Murthy Jatavallabhula Florian Shkurti 3DGS 29 0 0 13 Oct 2024
Logic Error Localization in Student Programming Assignments Using Pseudocode and Graph Neural Networks Zhenyu Xu Kun Zhang Victor S. Sheng 19 0 0 11 Oct 2024
Metamizer: a versatile neural optimizer for fast and accurate physics simulations Nils Wandel Stefan Schulz Reinhard Klein PINN AI4CE 39 0 0 10 Oct 2024
Physics-Informed Regularization for Domain-Agnostic Dynamical System Modeling Zijie Huang Wanjia Zhao Jingdong Gao Ziniu Hu Xiao Luo Yadi Cao Yuanzhou Chen Yizhou Sun Wei Wang PINN AI4CE 22 1 0 08 Oct 2024
Scalar Field Prediction on Meshes Using Interpolated Multi-Resolution Convolutional Neural Networks Kevin Ferguson Andrew Gillman James Hardin Levent Burak Kara AI4CE 23 1 0 07 Oct 2024
SPHINX: Structural Prediction using Hypergraph Inference Network Iulia Duta Pietro Liò 28 2 0 04 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
Is uniform expressivity too restrictive? Towards efficient expressivity of graph neural networks Sammy Khalife Josué Tonelli-Cueto 24 0 0 02 Oct 2024
PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems Bocheng Zeng Qi Wang M. Yan Y. Liu Ruizhi Chengze Yi Zhang Hongsheng Liu Zidong Wang Hao Sun AI4CE 26 3 0 02 Oct 2024
$M$^{2}$M: Learning controllable Multi of experts and multi-scale operators are the Partial Differential Equations need$ M $^{2}$ M: Learning controllable Multi of experts and multi-scale operators are the Partial Differential Equations need Aoming Liang Zhaoyang Mu Pengxiao Lin Cong Wang Mingming Ge Ling Shao Dixia Fan Hao Tang AI4CE 26 0 0 01 Oct 2024
Physics-Informed Graph-Mesh Networks for PDEs: A hybrid approach for complex problems M. Chenaud Frédéric Magoulès José Alves AI4CE PINN 26 1 0 25 Sep 2024
Data-driven Viscosity Solver for Fluid Simulation Wonjung Park Hyunsoo Kim Jinah Park 34 0 0 23 Sep 2024
Learning to Simulate Aerosol Dynamics with Graph Neural Networks Fabiana Ferracina Payton Beeler M. Halappanavar Bala Krishnamoorthy Marco Minutoli Laura Fierce 23 0 0 20 Sep 2024
Benchmarking Reliability of Deep Learning Models for Pathological Gait Classification Abhishek Jaiswal Nisheeth Srivastava 21 0 0 20 Sep 2024
Multi-Grid Graph Neural Networks with Self-Attention for Computational Mechanics Paul Garnier J. Viquerat E. Hachem AI4CE 19 0 0 18 Sep 2024
Neural Networks for Vehicle Routing Problem László Kovács Ali Jlidi GNN 20 0 0 17 Sep 2024
Rational-WENO: A lightweight, physically-consistent three-point weighted essentially non-oscillatory scheme S. Shahane Sheide Chammas Deniz A. Bezgin Aaron B. Buhendwa Steffen J. Schmidt ... Spencer H. Bryngelson Yi-Fan Chen Qing Wang Fei Sha Leonardo Zepeda-Núnez 25 1 0 13 Sep 2024
Neural Laplacian Operator for 3D Point Clouds Bo Pang Zhongtian Zheng Yilong Li Guoping Wang Peng-Shuai Wang 3DPC 22 2 0 10 Sep 2024
Video-Driven Graph Network-Based Simulators Franciszek Szewczyk Gilles Louppe M. Sabatelli PINN 38 0 0 10 Sep 2024
Up-sampling-only and Adaptive Mesh-based GNN for Simulating Physical Systems Fu Lin Jiasheng Shi Shijie Luo Qinpei Zhao Weixiong Rao Lei Chen AI4CE 27 0 0 07 Sep 2024
SITUATE: Indoor Human Trajectory Prediction through Geometric Features and Self-Supervised Vision Representation Luigi Capogrosso Andrea Toaiari Andrea Avogaro Uzair Khan Aditya Jivoji Franco Fummi Marco Cristani 26 0 0 01 Sep 2024
SympGNNs: Symplectic Graph Neural Networks for identifiying high-dimensional Hamiltonian systems and node classification Alan John Varghese Zhen Zhang George Karniadakis 28 2 0 29 Aug 2024
Meta Flow Matching: Integrating Vector Fields on the Wasserstein Manifold Lazar Atanackovic Xi Zhang Brandon Amos Mathieu Blanchette Leo J. Lee Yoshua Bengio Alexander Tong Kirill Neklyudov 31 5 0 26 Aug 2024
KAN 2.0: Kolmogorov-Arnold Networks Meet Science Ziming Liu Pingchuan Ma Yixuan Wang Wojciech Matusik Max Tegmark 37 61 0 19 Aug 2024
Computation-friendly Graph Neural Network Design by Accumulating Knowledge on Large Language Models Jialiang Wang Shimin Di Hanmo Liu Zhili Wang Jiachuan Wang Lei Chen Xiaofang Zhou 32 0 0 13 Aug 2024
Generalization capabilities of MeshGraphNets to unseen geometries for fluid dynamics Robin Schmöcker Alexander Henkes Julian Roth Thomas Wick AI4CE 30 1 0 12 Aug 2024
Compositional Physical Reasoning of Objects and Events from Videos Zhenfang Chen Shilong Dong Kexin Yi Yunzhu Li Mingyu Ding Antonio Torralba Joshua B. Tenenbaum Chuang Gan OCL 20 1 0 02 Aug 2024
Decomposing heterogeneous dynamical systems with graph neural networks Cédric Allier Magdalena C. Schneider Michael Innerberger Larissa Heinrich J. Bogovic S. Saalfeld CML AI4CE 28 0 0 27 Jul 2024
SENC: Handling Self-collision in Neural Cloth Simulation Zhouyingcheng Liao Sinan Wang Taku Komura 31 2 0 17 Jul 2024
Dilated convolution neural operator for multiscale partial differential equations Bo Xu Xinliang Liu Lei Zhang AI4CE 31 3 0 16 Jul 2024
Beyond Euclid: An Illustrated Guide to Modern Machine Learning with Geometric, Topological, and Algebraic Structures Sophia Sanborn Johan Mathe Mathilde Papillon Domas Buracas Hansen Lillemark Christian Shewmake Abby Bertics Xavier Pennec Nina Miolane 56 4 0 12 Jul 2024
Improving Molecular Modeling with Geometric GNNs: an Empirical Study Ali Ramlaoui Théo Saulus Basile Terver Victor Schmidt David Rolnick Fragkiskos D. Malliaros Alexandre Duval AI4CE 38 1 0 11 Jul 2024
AdaptiGraph: Material-Adaptive Graph-Based Neural Dynamics for Robotic Manipulation Kaifeng Zhang Baoyu Li Kris Hauser Yunzhu Li AI4CE 36 14 0 10 Jul 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
Weak baselines and reporting biases lead to overoptimism in machine learning for fluid-related partial differential equations N. McGreivy Ammar Hakim AI4CE 29 42 0 09 Jul 2024
A Review of Differentiable Simulators Rhys Newbury Jack Collins Kerry He Jiahe Pan Ingmar Posner David Howard Akansel Cosgun AI4CE 41 9 0 08 Jul 2024
PAPM: A Physics-aware Proxy Model for Process Systems Pengwei Liu Zhongkai Hao Xingyu Ren Hangjie Yuan Jiayang Ren Dong Ni AI4CE PINN 40 0 0 07 Jul 2024
Reduced-Order Neural Operators: Learning Lagrangian Dynamics on Highly Sparse Graphs Hrishikesh Viswanath Yue Chang Julius Berner Peter Yichen Chen Aniket Bera AI4CE 58 2 0 04 Jul 2024
Foundations and Frontiers of Graph Learning Theory Yu Huang Min Zhou Menglin Yang Zhen Wang Muhan Zhang Jie Wang Hong Xie Hao Wang Defu Lian Enhong Chen AI4CE GNN 50 2 0 03 Jul 2024
Learning Granular Media Avalanche Behavior for Indirectly Manipulating Obstacles on a Granular Slope Haodi Hu Feifei Qian Daniel Seita 47 1 0 02 Jul 2024
RoboPack: Learning Tactile-Informed Dynamics Models for Dense Packing Bo Ai Stephen Tian Haochen Shi Yixuan Wang Cheston Tan Yunzhu Li Jiajun Wu 44 12 0 01 Jul 2024
Towards Understanding Sensitive and Decisive Patterns in Explainable AI: A Case Study of Model Interpretation in Geometric Deep Learning Jiajun Zhu Siqi Miao Rex Ying Pan Li 38 1 0 30 Jun 2024
NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design Mouadh Yagoubi David Danan Milad Leyli-Abadi Jean-Patrick Brunet Jocelyn Ahmed Mazari ... maroua gmati A. Farjallah Paola Cinnella Patrick Gallinari Marc Schoenauer AI4CE 29 5 0 30 Jun 2024
Towards Universal Mesh Movement Networks Mingrui Zhang Chunyang Wang Stephan Kramer Joseph G. Wallwork Siyi Li Jiancheng Liu Xiang Chen M. Piggott AI4CE 30 0 0 29 Jun 2024
Modeling the Real World with High-Density Visual Particle Dynamics William F. Whitney Jacob Varley Deepali Jain Krzysztof Choromanski Sumeet Singh Vikas Sindhwani 30 2 0 28 Jun 2024
A Fast Learning-Based Surrogate of Electrical Machines using a Reduced Basis Alejandro Ribés Nawfal Benchekroun Théo Delagnes AI4CE 33 1 0 27 Jun 2024
Relaxing Continuous Constraints of Equivariant Graph Neural Networks for Physical Dynamics Learning Zinan Zheng Yang Liu Jia Li Jianhua Yao Yu Rong AI4CE 43 1 0 24 Jun 2024
On instabilities in neural network-based physics simulators Daniel Floryan AI4CE 25 2 0 18 Jun 2024