Zheyuan Hu

Augmented Physics-Informed Neural Networks (APINNs): A gating network-based soft domain decomposition methodology

Zheyuan Hu, Ameya D. Jagtap, George Em Karniadakis et al. · Engineering Applications of Artificial Intelligence · 2023 · 124 citations · Full text

Tackling the curse of dimensionality with physics-informed neural networks

Zheyuan Hu, Khemraj Shukla, George Em Karniadakis et al. · Neural Networks · 2024 · 120 citations · Full text

When Do Extended Physics-Informed Neural Networks (XPINNs) Improve Generalization?

Zheyuan Hu, Ameya D. Jagtap, George Em Karniadakis et al. · SIAM Journal on Scientific Computing · 2022 · 115 citations · Full text

Yell At Your Robot: Improving On-the-Fly from Language Corrections

Lucy Shi, Zheyuan Hu, Tony Z. Zhao et al. · 2024 · 29 citations

Hutchinson Trace Estimation for high-dimensional and high-order Physics-Informed Neural Networks

Zheyuan Hu, Zekun Shi, George Em Karniadakis et al. · Computer Methods in Applied Mechanics and Engineering · 2024 · 28 citations · Full text