Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks in Scientific Computing. - Salah A. Faroughi; Nikhil M. Pawar; Célio Fernandes; Subasish Das; Nima K. Kalantari; Seyed Kourosh Mahjour (CoRR, 2022)

Physics-informed Neural Networks with Periodic Activation Functions for Solute Transport in Heterogeneous Porous Media. - Salah A. Faroughi; Pingki Datta; Seyed Kourosh Mahjour; Shirko Faroughi (CoRR, 2022)

Finite volume simulations of particle-laden viscoelastic fluid flows: application to hydraulic fracture processes. - Célio Fernandes; Salah A. Faroughi; Ricardo Ribeiro; Ana Isabel; Gareth H. McKinley (Eng. Comput., 2022)

EPi-cKANs: Elasto-Plasticity Informed Kolmogorov-Arnold Networks Using Chebyshev Polynomials. - Farinaz Mostajeran; Salah A. Faroughi (CoRR, 2024)

Geo-guided deep learning for spatial downscaling of solute transport in heterogeneous porous media. - Nikhil M. Pawar; Ramin Soltanmohammadi; Shirko Faroughi; Salah A. Faroughi (Comput. Geosci., 2024)

Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks and Operators in Scientific Computing: Fluid and Solid Mechanics. - Salah A. Faroughi; Nikhil M. Pawar; Célio Fernandes; Maziar Raissi; Subasish Das; Nima K. Kalantari; Seyed Kourosh Mahjour (J. Comput. Inf. Sci. Eng., 2024)

ESM data downscaling: a comparison of super-resolution deep learning models. - Nikhil M. Pawar; Ramin Soltanmohammadi; Seyed Kourosh Mahjour; Salah A. Faroughi (Earth Sci. Informatics, 2024)

Scaled-cPIKANs: Spatial variable and residual scaling in chebyshev-based physics-informed kolmogorov-Arnold networks. - Farinaz Mostajeran; Salah A. Faroughi (J. Comput. Phys., 2025)

Scaled-cPIKANs: Domain Scaling in Chebyshev-based Physics-informed Kolmogorov-Arnold Networks. - Farinaz Mostajeran; Salah A. Faroughi (CoRR, 2025)

ViSIR: Vision Transformer Single Image Reconstruction Method for Earth System Models. - Ehsan Zeraatkar; Salah A. Faroughi; Jelena Tesic (CoRR, 2025)

Multi Image Super Resolution Modeling for Earth System Models. - Ehsan Zeraatkar; Salah A. Faroughi; Jelena Tesic (CoRR, 2025)

Neural Tangent Kernel Analysis to Probe Convergence in Physics-informed Neural Solvers: PIKANs vs. PINNs. - Salah A. Faroughi; Farinaz Mostajeran (CoRR, 2025)

Scientific Machine Learning with Kolmogorov-Arnold Networks. - Salah A. Faroughi; Farinaz Mostajeran; Amin Hamed Mashhadzadeh; Shirko Faroughi (CoRR, 2025)