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Elham Kiyani — most-cited papers & profile · AI for Science
← authors
·
overview
Elham Kiyani
6
papers ·
70
citations ·
6
h-index
Brown University
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Optimizing the Optimizer for Physics-Informed Neural Networks and Kolmogorov-Arnold Networks
2025 · 29 citations
A Framework Based on Symbolic Regression Coupled with eXtended Physics-Informed Neural Networks for Gray-Box Learning of Equations of Motion from Data
2023 · 26 citations
Machine learning based data-driven discovery of nonlinear phase-field dynamics
2022 · 13 citations
Characterization of partial wetting by CMAS droplets using multiphase many-body dissipative particle dynamics and data-driven discovery based on PINNs
2023 · 2 citations
Curvature-Aware Optimization for High-Accuracy Physics-Informed Neural Networks
2026
GIMLET: Generalizable and Interpretable Model Learning through Embedded Thermodynamics
2025
Top co-authors
George Em Karniadakis
· 5
Khemraj Shukla
· 5
Mahdi Kooshkbaghi
· 2
Mikko Karttunen
· 2
Anas Jnini
· 1
and Mikko Karttunen
· 1
Anindya Ghoshal
· 1
J\'er\^ome Darbon
· 1
Johannes Muller
· 1
Jorge F. Urban
· 1
Jorge F. Urb\'an
· 1
Luis Bravo
· 1
Topics
Physics ML
Math & Equations
Materials
Drug Discovery
Chemistry