Author

Shawn Koohy

Observed name: Koohy, Shawn

Institution: University of Pennsylvania

Observed institutions: University of Massachusetts Dartmouth, University of Pennsylvania

OpenAlex ID: A5021915834

GPT-PINN: Generative Pre-Trained Physics-Informed Neural Networks toward non-intrusive Meta-learning of parametric PDEs

2023 · Yanlai Chen, Shawn Koohy · Finite Elements in Analysis and Design · 67

Structure-Preserving Learning Improves Geometry Generalization in Neural PDEs

2026 · Shaffer, Benjamin D., Koohy, Shawn, et al. · arXiv (Cornell University) · 10

When PINNs Go Wrong: Pseudo-Time Stepping Against Spurious Solutions

2026 · Wang, Sifan, Koohy, Shawn, et al. · arXiv (Cornell University) · 8

Numerical solutions to low and high-dimensional Allen–Cahn equations using stochastic differential equations and neural networks

2023 · Shawn Koohy, Guangming Yao, et al. · Partial Differential Equations in Applied Mathematics · 6

A Physics-Conditioned Neural Operator for Generalization of Atrioventricular Valve Mechanics across Pressure and Tissue Properties

2026 · Koohy, Shawn, Wu, Wensi, et al. · arXiv (Cornell University) · 1

$S^2$GPT-PINN: Reduced Basis and Hyper Reduction-Driven Double Reduction for Physics-Informed Neural Networks

2026 · Yajie Ji, Yanlai Chen, et al. · Communications in Computational Physics

Works count: 7

Citation count: 92

H-index: 4

I10-index: 2