Title
Mesh-Informed Neural Operator : A Transformer Generative Approach Yaozhong Shi Zachary E. Ross D. Asimaki Kamyar Azizzadenesheli AI4CE 42 0 0 20 Jun 2025
BSA: Ball Sparse Attention for Large-scale Geometries Catalin E. Brita Hieu Nguyen Lohithsai Yadala Chanchu Domonkos Nagy Maksim Zhdanov 27 0 0 14 Jun 2025
Principled Approaches for Extending Neural Architectures to Function Spaces for Operator Learning Julius Berner Miguel Liu-Schiaffini Jean Kossaifi Valentin Duruisseaux Boris Bonev Kamyar Azizzadenesheli A. Anandkumar AI4CE 129 0 0 12 Jun 2025
LaDEEP: A Deep Learning-based Surrogate Model for Large Deformation of Elastic-Plastic Solids Shilong Tao Zhe Feng Haonan Sun Zhanxing Zhu Yunhuai Liu AI4CE PINN 62 0 0 06 Jun 2025
Rectified Flows for Fast Multiscale Fluid Flow Modeling Victor Armegioiu Yannick Ramic Siddhartha Mishra DiffM AI4CE 54 0 0 03 Jun 2025
FNOPE: Simulation-based inference on function spaces with Fourier Neural Operators Guy Moss Leah Sophie Muhle R. Drews Jakob H Macke Cornelius Schroder 51 0 0 28 May 2025
Recurrent Neural Operators: Stable Long-Term PDE Prediction Zaijun Ye Chen-Song Zhang Wansheng Wang AI4CE 76 0 0 27 May 2025
FreqMoE: Dynamic Frequency Enhancement for Neural PDE Solvers Tianyu Chen Haoyi Zhou Yunshui Li Hao Wang Zhenru Zhang Tianchen Zhu Shanghang Zhang Junlong Li 107 0 0 11 May 2025
Geometry-Informed Neural Operator Transformer Qibang Liu Vincient Zhong Hadi Meidani Diab Abueidda S. Koric Philippe Geubelle AI4CE 96 1 0 28 Apr 2025
SUPRA: Subspace Parameterized Attention for Neural Operator on General Domains Zherui Yang Zhengyang Xue Ligang Liu 68 0 0 22 Apr 2025
Benchmarking Convolutional Neural Network and Graph Neural Network based Surrogate Models on a Real-World Car External Aerodynamics Dataset Sam Jacob Jacob Markus Mrosek C. Othmer Harald Köstler GNN 156 0 0 09 Apr 2025
TripNet: Learning Large-scale High-fidelity 3D Car Aerodynamics with Triplane Networks Qian Chen Mohamed Elrefaie Angela Dai Faez Ahmed 3DPC AI4CE 152 1 0 19 Mar 2025
Data-Driven Probabilistic Air-Sea Flux Parameterization Jiarong Wu Pavel Perezhogin D. Gagne Brandon Reichl Aneesh C. Subramanian Elizabeth Thompson Laure Zanna 138 0 0 06 Mar 2025
Erwin: A Tree-based Hierarchical Transformer for Large-scale Physical Systems Maksim Zhdanov Max Welling Jan-Willem van de Meent AI4CE 125 3 0 24 Feb 2025
Stochastic Process Learning via Operator Flow Matching Yaozhong Shi Zachary E. Ross D. Asimaki Kamyar Azizzadenesheli 166 3 0 10 Jan 2025
Harnessing Scale and Physics: A Multi-Graph Neural Operator Framework for PDEs on Arbitrary Geometries Zhihao Li Haoze Song Di Xiao Zhilu Lai Wei Wang AI4CE 252 4 0 18 Nov 2024
NeuralDEM -- Real-time Simulation of Industrial Particulate Flows Benedikt Alkin Tobias Kronlachner Samuele Papa Stefan Pirker Thomas Lichtenegger Johannes Brandstetter PINN AI4CE 130 3 1 14 Nov 2024
Generalizable Motion Planning via Operator Learning Sharath Matada Luke Bhan Yuanyuan Shi Nikolay Atanasov 142 0 0 23 Oct 2024
Metamizer: a versatile neural optimizer for fast and accurate physics simulations Nils Wandel Stefan Schulz Reinhard Klein PINN AI4CE 118 1 0 10 Oct 2024
Text2PDE: Latent Diffusion Models for Accessible Physics Simulation Anthony Zhou Zijie Li Michael Schneier John R Buchanan Jr Amir Barati Farimani AI4CE DiffM 178 8 0 02 Oct 2024
Scientific Machine Learning Seismology Tomohisa Okazaki PINN AI4CE 167 0 0 27 Sep 2024
A domain decomposition-based autoregressive deep learning model for unsteady and nonlinear partial differential equations Sheel Nidhan Haoliang Jiang Lalit Ghule C. Umphrey Rishikesh Ranade Jay Pathak AI4CE 103 0 0 26 Aug 2024
Beyond Closure Models: Learning Chaotic-Systems via Physics-Informed Neural Operators Chuwei Wang Julius Berner Zongyi Li Di Zhou Jiayun Wang Jane Bae Anima Anandkumar AI4CE 82 3 0 09 Aug 2024
Neural Network Emulator for Atmospheric Chemical ODE Zhi-Song Liu Petri S. Clusius Michael Boy 143 3 0 03 Aug 2024
Active Learning for Neural PDE Solvers Daniel Musekamp Marimuthu Kalimuthu David Holzmüller Makoto Takamoto Carlos Fernandez AI4CE 154 8 0 02 Aug 2024
Reduced-Order Neural Operators: Learning Lagrangian Dynamics on Highly Sparse Graphs Hrishikesh Viswanath Yue Chang Julius Berner Julius Berner Peter Yichen Chen Aniket Bera AI4CE 171 2 0 04 Jul 2024
DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks Mohamed Elrefaie Florin Morar Angela Dai Faez Ahmed PINN AI4CE 160 18 0 13 Jun 2024
Linearization Turns Neural Operators into Function-Valued Gaussian Processes Emilia Magnani Marvin Pfortner Tobias Weber Philipp Hennig UQCV 131 1 0 07 Jun 2024
ConDiff: A Challenging Dataset for Neural Solvers of Partial Differential Equations Vladislav Trifonov Alexander Rudikov Oleg Iliev Ivan Oseledets Ekaterina Muravleva Ekaterina Muravleva DiffM AI4CE 69 0 0 07 Jun 2024
Geometric Neural Operators (GNPs) for Data-Driven Deep Learning of Non-Euclidean Operators Blaine Quackenbush P. Atzberger AI4CE 91 0 0 16 Apr 2024
Pretraining Codomain Attention Neural Operators for Solving Multiphysics PDEs Md Ashiqur Rahman Robert Joseph George Mogab Elleithy Daniel Leibovici Zong-Yi Li ... Julius Berner Raymond A. Yeh Jean Kossaifi Kamyar Azizzadenesheli A. Anandkumar AI4CE 123 23 0 19 Mar 2024
DrivAerNet: A Parametric Car Dataset for Data-Driven Aerodynamic Design and Prediction Mohamed Elrefaie Angela Dai Faez Ahmed DiffM AI4CE 112 12 0 12 Mar 2024
Universal Physics Transformers: A Framework For Efficiently Scaling Neural Operators Benedikt Alkin Andreas Fürst Simon Schmid Lukas Gruber Markus Holzleitner Johannes Brandstetter PINN AI4CE 290 13 0 19 Feb 2024
LatticeGraphNet: A two-scale graph neural operator for simulating lattice structures Ayush Jain Ehsan Haghighat Sai Nelaturi AI4CE 67 4 0 01 Feb 2024
Hybrid Modeling Design Patterns Maja Rudolph Stefan Kurz Barbara Rakitsch AI4CE 90 9 0 29 Dec 2023
Guaranteed Approximation Bounds for Mixed-Precision Neural Operators Renbo Tu Colin White Jean Kossaifi Boris Bonev Nikola B. Kovachki Gennady Pekhimenko Kamyar Azizzadenesheli Anima Anandkumar 85 11 0 27 Jul 2023