4 citations · 4 across the 3 of their papers we have counts for
3 papers
cs.CE2025
Toward a Robust and Generalizable Metamaterial Foundation Model
Namjung Kim, Dongseok Lee, Jongbin Yu +4
Advances in material functionalities drive innovations across various fields, where metamaterials-defined by structure rather than composition-are leading the way. Despite the rise…
stat.ML2024
Estimating the Distribution of Parameters in Differential Equations with Repeated Cross-Sectional Data
Hyeontae Jo, Sung Woong Cho, Hyung Ju Hwang
Differential equations are pivotal in modeling and understanding the dynamics of various systems, offering insights into their future states through parameter estimation fitted to…
cs.LG2022★ 4 cited
Enhanced Physics-Informed Neural Networks with Augmented Lagrangian Relaxation Method (AL-PINNs)
Hwijae Son, Sung Woong Cho, Hyung Ju Hwang
Physics-Informed Neural Networks (PINNs) have become a prominent application of deep learning in scientific computation, as they are powerful approximators of solutions to nonlinea…