Publications

2026

1. SISC

   Scalable Fixed-Point Framework for High-Dimensional Hamilton-Jacobi Equations

   Yesom Park and Stanley Osher

   SIAM Scientific Computing, 2026
2. IJCV

   Neural Shortest Path for Surface Reconstruction from Point Clouds

   Yesom Park, Imseong Park, Jooyoung Hahn, and 1 more author

   International Journal of Computer Vision, 2026
3. SINUM

   Localized Estimation of Condition Numbers for MILU Preconditioners on a Graph

   Geonho Hwang, Yesom Park, Yueun Lee, and 2 more authors

   SIAM Journal on Numerical Analysis, 2026
4. ICLR

   Neural Hamilton–Jacobi Characteristic Flows for Optimal Transport

   Yesom Park, Shu Liu, Mo Zhou, and 1 more author

   In International Conference on Learning Representations, 2026
5. Preprint

   Implicit Neural Optimal Transport via Fixed-Point Optimization

   Yesom Park, Eric Gelphman, Stanley Osher, and 1 more author

   arXiv preprint arXiv:2605.10792, 2026
6. Preprint

   SymPlex: A Structure-Aware Transformer for Symbolic PDE Solving

   Yesom Park, Annie C Lu, Shao-Ching Huang, and 3 more authors

   arXiv preprint arXiv:2602.03816, 2026

2025

1. SISC

   Neural Implicit Solution Formula for Efficiently Solving Hamilton–Jacobi Equations

   Yesom Park and Stanley Osher

   SIAM Journal on Scientific Computing, 2025
2. Preprint

   Dynamical Implicit Neural Representations

   Yesom Park, Kelvin Kan, Thomas Flynn, and 4 more authors

   arXiv preprint arXiv:2511.21787, 2025
3. Preprint

   Deep Learning with Viscosity-Reduction Variational Approach for Anisotropic Eikonal Equations

   Yesom Par and Jooyoung Hahn

   Available at SSRN 5252237, 2025

2024

1. NeurIPS

   How does PDE order affect the convergence of PINNs?

   Changhoon Song, Yesom Park, and Myungjoo Kang

   Advances in Neural Information Processing Systems, 2024
2. JCP

   ReSDF: Redistancing implicit surfaces using neural networks

   Yesom Park, Chang Song, Jooyoung Hahn, and 1 more author

   Journal of Computational Physics, 2024
3. JCP

   Analysis of efficient preconditioner for solving Poisson equation with Dirichlet boundary condition in irregular three-dimensional domains

   Geonho Hwang, Yesom Park, Yueun Lee, and 1 more author

   Journal of Computational Physics, 2024
4. Preprint

   Beyond derivative pathology of pinns: Variable splitting strategy with convergence analysis

   Yesom Park, Changhoon Song, and Myungjoo Kang

   arXiv preprint arXiv:2409.20383, 2024

2023

1. NeurIPS

   p -Poisson surface reconstruction in curl-free flow from point clouds

   Yesom Park, Taekyung Lee, Jooyoung Hahn, and 1 more author

   Advances in Neural Information Processing Systems, 2023
2. ICML

   Restoration based generative models

   Jaemoo Choi, Yesom Park, and Myungjoo Kang

   arXiv preprint arXiv:2303.05456, 2023

2022

1. JCP

   Solving incompressible Navier–Stokes equations on irregular domains and quadtrees by monolithic approach

   Hyuntae Cho, Yesom Park, and Myungjoo Kang

   Journal of Computational Physics, 2022

2018

1. JCP

   An efficient MILU preconditioning for solving the 2D Poisson equation with Neumann boundary condition

   Yesom Park, Jeongho Kim, Jinwook Jung, and 2 more authors

   Journal of Computational Physics, 2018