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Beyond Accuracy: EcoL2 Metric for Sustainable Neural PDE Solvers

Beyond Accuracy: EcoL2 Metric for Sustainable Neural PDE Solvers

18 May 2025
Taniya Kapoor
Abhishek Chandra
Anastasios Stamou
Stephen J Roberts
ArXiv (abs)PDFHTML

Papers citing "Beyond Accuracy: EcoL2 Metric for Sustainable Neural PDE Solvers"

3 / 3 papers shown
Title
Neuro-Symbolic Operator for Interpretable and Generalizable Characterization of Complex Piezoelectric Systems
Neuro-Symbolic Operator for Interpretable and Generalizable Characterization of Complex Piezoelectric Systems
Abhishek Chandra
Taniya Kapoor
M. Curti
K. Tiels
E. Lomonova
15
0
0
30 May 2025
The Well: a Large-Scale Collection of Diverse Physics Simulations for Machine Learning
The Well: a Large-Scale Collection of Diverse Physics Simulations for Machine Learning
Ruben Ohana
Michael McCabe
Lucas Meyer
Rudy Morel
Fruzsina J. Agocs
...
François Rozet
Liam Parker
M. Cranmer
S. Ho
Shirley Ho
PINNAI4CE
191
23
1
30 Nov 2024
Iterative Surrogate Model Optimization (ISMO): An active learning
  algorithm for PDE constrained optimization with deep neural networks
Iterative Surrogate Model Optimization (ISMO): An active learning algorithm for PDE constrained optimization with deep neural networks
K. Lye
Siddhartha Mishra
Deep Ray
P. Chandrasekhar
90
77
0
13 Aug 2020
1