Materials Science · Physics
Multiscale modeling of materials: Computing, data science,uncertainty and goal-oriented optimization
Nikola Kovachki, Burigede Liu, Xingsheng Sun, Hao Zhou +3
2021-04-14
Computational Physics · Physics
A Neural Operator based Hybrid Microscale Model for Multiscale Simulation of Rate-Dependent Materials
Dhananjeyan Jeyaraj, Hamidreza Eivazi, Jendrik-Alexander Tröger, Stefan Wittek +2
2025-06-23
Numerical Analysis · Mathematics
Multiscale modeling, discretization, and algorithms: a survey in biomechanics
Marco Favino, Alessio Quaglino, Sonia Pozzi, Rolf Krause +1
2018-06-28
Materials Science · Physics
A learning-based multiscale method and its application to inelastic impact problems
Burigede Liu, Nikola Kovachki, Zongyi Li, Kamyar Azizzadenesheli +3
2021-12-08
Computational Engineering, Finance, and Science · Computer Science
A comprehensive comparison of neural operators for 3D industry-scale engineering designs
Weiheng Zhong, Qibang Liu, Diab Abueidda, Seid Koric +1
2025-10-14
Computational Engineering, Finance, and Science · Computer Science
Interfacing Finite Elements with Deep Neural Operators for Fast Multiscale Modeling of Mechanics Problems
Minglang Yin, Enrui Zhang, Yue Yu, George Em Karniadakis
2022-12-07
Machine Learning · Computer Science
Towards Universal Neural Operators through Multiphysics Pretraining
Mikhail Masliaev, Dmitry Gusarov, Ilya Markov, Alexander Hvatov
2025-11-17
Distributed, Parallel, and Cluster Computing · Computer Science
Model Parallelism on Distributed Infrastructure: A Literature Review from Theory to LLM Case-Studies
Felix Brakel, Uraz Odyurt, Ana-Lucia Varbanescu
2024-03-07
Soft Condensed Matter · Physics
Network Analysis of Particles and Grains
Lia Papadopoulos, Mason A. Porter, Karen E. Daniels, Danielle S. Bassett
2018-04-06
Machine Learning · Computer Science
Multi-Level Monte Carlo Training of Neural Operators
James Rowbottom, Stefania Fresca, Pietro Lio, Carola-Bibiane Schönlieb +1
2026-02-04
Machine Learning · Computer Science
In-Context Multi-Operator Learning with DeepOSets
Shao-Ting Chiu, Aditya Nambiar, Ali Syed, Jonathan W. Siegel +1
2026-02-03
Systems and Control · Electrical Eng. & Systems
Multi-Scale Simulation of Complex Systems: A Perspective of Integrating Knowledge and Data
Huandong Wang, Huan Yan, Can Rong, Yuan Yuan +5
2024-07-25
Machine Learning · Computer Science
Neural Operators for Accelerating Scientific Simulations and Design
Kamyar Azizzadenesheli, Nikola Kovachki, Zongyi Li, Miguel Liu-Schiaffini +2
2024-01-08
Machine Learning · Computer Science
MNO: Multiscale Neural Operator for 3D Computational Fluid Dynamics
Qinxuan Wang, Chuang Wang, Mingyu Zhang, Jingwei Sun +3
2026-02-26
Numerical Analysis · Mathematics
Numerical upscaling of discrete network models
Gustav Kettil, Axel Målqvist, Andreas Mark, Mats Fredlund +2
2018-10-12