Multi-Scale Message Passing Neural PDE Solvers

Multi-Scale Message Passing Neural PDE Solvers

7 February 2023

T. Konstantin Rusch

Siddhartha Mishra

Papers citing "Multi-Scale Message Passing Neural PDE Solvers"

12 / 12 papers shown

Title
Modeling Continuous Spatial-temporal Dynamics of Turbulent Flow with Test-time Refinement Shengyu Chen P. Givi Can Zheng X. Jia AI4CE 32 0 0 31 Dec 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
Physics-enhanced Neural Operator for Simulating Turbulent Transport Shengyu Chen P. Givi Can Zheng Xiaowei Jia AI4CE 36 3 0 31 May 2024
DON-LSTM: Multi-Resolution Learning with DeepONets and Long Short-Term Memory Neural Networks Katarzyna Michalowska S. Goswami George Karniadakis S. Riemer-Sørensen AI4TS 34 1 0 03 Oct 2023
Self-Supervised Learning with Lie Symmetries for Partial Differential Equations Grégoire Mialon Q. Garrido Hannah Lawrence Danyal Rehman Yann LeCun B. Kiani SSL 27 25 0 11 Jul 2023
How does over-squashing affect the power of GNNs? Francesco Di Giovanni T. Konstantin Rusch Michael M. Bronstein Andreea Deac Marc Lackenby Siddhartha Mishra Petar Velivcković 30 34 0 06 Jun 2023
Improving day-ahead Solar Irradiance Time Series Forecasting by Leveraging Spatio-Temporal Context Oussama Boussif Ghait Boukachab D. Assouline Stefano Massaroli T. Yuan L. Benabbou Yoshua Bengio 17 13 0 01 Jun 2023
Beyond Regular Grids: Fourier-Based Neural Operators on Arbitrary Domains Levi E. Lingsch M. Michelis Emmanuel de Bezenac Sirani M. Perera Robert K. Katzschmann Siddartha Mishra 24 7 0 31 May 2023
Reconstructing Turbulent Flows Using Physics-Aware Spatio-Temporal Dynamics and Test-Time Refinement Shengyu Chen Tianshu Bao P. Givi Can Zheng Xiaowei Jia AI4CE 19 0 0 24 Apr 2023
MAgNet: Mesh Agnostic Neural PDE Solver Oussama Boussif D. Assouline L. Benabbou Yoshua Bengio AI4CE 100 29 0 11 Oct 2022
Gradient Gating for Deep Multi-Rate Learning on Graphs T. Konstantin Rusch B. Chamberlain Michael W. Mahoney Michael M. Bronstein Siddhartha Mishra 79 53 0 02 Oct 2022
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 211 2,287 0 18 Oct 2020