3 papers
cs.LG2025
Neural Shortest Path for Surface Reconstruction from Point Clouds
Yesom Park, Imseong Park, Jooyoung Hahn +1
In this paper, we propose the neural shortest path (NSP), a vector-valued implicit neural representation (INR) that approximates a distance function and its gradient. The key featu…
math.NA2024
Localized Estimation of Condition Numbers for MILU Preconditioners on a Graph
Geonho Hwang, Yesom Park, Yueun Lee +2
This paper proposes a theoretical framework for analyzing Modified Incomplete LU (MILU) preconditioners. Considering a generalized MILU preconditioner on a weighted undirected grap…
cs.LG2024
Beyond Derivative Pathology of PINNs: Variable Splitting Strategy with Convergence Analysis
Yesom Park, Changhoon Song, Myungjoo Kang
Physics-informed neural networks (PINNs) have recently emerged as effective methods for solving partial differential equations (PDEs) in various problems. Substantial research focu…