Work

Optimizing the optimizer for physics-informed neural networks and Kolmogorov-Arnold networks

Year: 2025

Type: article

Source: Computer Methods in Applied Mechanics and Engineering

DOI: 10.1016/j.cma.2025.118308

Authors: Elham Kiyani, Khemraj Shukla, Jorge F. Urbán, Jérôme Darbon, George Em Karniadakis

Institutions: Brown University, University of Alicante

Language: English

Topic: Model Reduction and Neural Networks

Subfield: Statistical and Nonlinear Physics

Field: Physics and Astronomy

Domain: Physical Sciences

Open Access status: green

Funders: U.S. Department of Energy, Energy Frontier Research Centers

Awards: ARTIFICIALLY INTELLIGENT MANUFACTURING PARADIGM FOR COMPOSITES (AIM FOR COMPOSITES), SEA-CROGS: SCALABLE, EFFICIENT AND ACCELERATED CAUSAL REASONING OPERATORS, GRAPHS AND SPIKES FOR EARTH AND EMBEDDED SYSTEMS

OpenAlex ID: W4413407446

FWCI: 23.15

Cites: 86

Cited by: 54

Related to: 10