31 citations · 35 across the 2 of their papers we have counts for
2 papers
cs.LG2024★ 4 cited
X-MeshGraphNet: Scalable Multi-Scale Graph Neural Networks for Physics Simulation
Mohammad Amin Nabian, Chang Liu, Rishikesh Ranade +1
Graph Neural Networks (GNNs) have gained significant traction for simulating complex physical systems, with models like MeshGraphNet demonstrating strong performance on unstructure…
cs.LG2023★ 31 cited
Geometry-Informed Neural Operator for Large-Scale 3D PDEs
Zongyi Li, Nikola Borislavov Kovachki, Chris Choy +8
We propose the geometry-informed neural operator (GINO), a highly efficient approach to learning the solution operator of large-scale partial differential equations with varying ge…