Salah A. Faroughi

16 papers Journal 16

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Kolmogorov-Arnold networks for data-driven, physics-informed, and deep-operator learning: a review, synthesis, and new analysis. Neural Networks Salah A. Faroughi, Farinaz Mostajeran, Amin Hamed Mashhadzadeh, Shirko Faroughi
2026	J	`jnl`	Symbolic-KAN: Kolmogorov-Arnold Networks with Discrete Symbolic Structure for Interpretable Learning. CoRR Salah A. Faroughi, Farinaz Mostajeran, Amirhossein Arzani, Shirko Faroughi
2025	J	`jnl`	MINPO: Memory-Informed Neural Pseudo-Operator to Resolve Nonlocal Spatiotemporal Dynamics. CoRR Farinaz Mostajeran, Aruzhan Tleubek, Salah A. Faroughi
2025	J	`jnl`	Multi Image Super Resolution Modeling for Earth System Models. CoRR Ehsan Zeraatkar, Salah A. Faroughi, Jelena Tesic
2025	J	`jnl`	Neural Tangent Kernel Analysis to Probe Convergence in Physics-informed Neural Solvers: PIKANs vs. PINNs. CoRR Salah A. Faroughi, Farinaz Mostajeran
2025	J	`jnl`	Scaled-cPIKANs: Domain Scaling in Chebyshev-based Physics-informed Kolmogorov-Arnold Networks. CoRR Farinaz Mostajeran, Salah A. Faroughi
2025	J	`jnl`	Scaled-cPIKANs: Spatial variable and residual scaling in chebyshev-based physics-informed kolmogorov-Arnold networks. J. Comput. Phys. Farinaz Mostajeran, Salah A. Faroughi
2025	J	`jnl`	Scientific Machine Learning with Kolmogorov-Arnold Networks. CoRR Salah A. Faroughi, Farinaz Mostajeran, Amin Hamed Mashhadzadeh, Shirko Faroughi
2025	J	`jnl`	ViSIR: Vision Transformer Single Image Reconstruction Method for Earth System Models. CoRR Ehsan Zeraatkar, Salah A. Faroughi, Jelena Tesic
2024	J	`jnl`	EPi-cKANs: Elasto-Plasticity Informed Kolmogorov-Arnold Networks Using Chebyshev Polynomials. CoRR Farinaz Mostajeran, Salah A. Faroughi
2024	J	`jnl`	ESM data downscaling: a comparison of super-resolution deep learning models. Earth Sci. Informatics Nikhil M. Pawar, Ramin Soltanmohammadi, Seyed Kourosh Mahjour, Salah A. Faroughi
2024	J	`jnl`	Geo-guided deep learning for spatial downscaling of solute transport in heterogeneous porous media. Comput. Geosci. Nikhil M. Pawar, Ramin Soltanmohammadi, Shirko Faroughi, Salah A. Faroughi
2024	J	`jnl`	Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks and Operators in Scientific Computing: Fluid and Solid Mechanics. J. Comput. Inf. Sci. Eng. Salah A. Faroughi, Nikhil M. Pawar, Célio Fernandes, Maziar Raissi, Subasish Das, Nima K. Kalantari, Seyed Kourosh Mahjour
2022	J	`jnl`	Finite volume simulations of particle-laden viscoelastic fluid flows: application to hydraulic fracture processes. Eng. Comput. Célio Fernandes, Salah A. Faroughi, Ricardo Ribeiro, Ana Isabel, Gareth H. McKinley
2022	J	`jnl`	Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing. CoRR Salah A. Faroughi, Nikhil M. Pawar, Célio Fernandes, Subasish Das, Nima K. Kalantari, Seyed Kourosh Mahjour
2022	J	`jnl`	Physics-informed Neural Networks with Periodic Activation Functions for Solute Transport in Heterogeneous Porous Media. CoRR Salah A. Faroughi, Pingki Datta, Seyed Kourosh Mahjour, Shirko Faroughi