2 citations · 6 across the 7 of their papers we have counts for
4 papers · 1 filter
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…
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…
Restoration based Generative Models
Jaemoo Choi, Yesom Park, Myungjoo Kang
Denoising diffusion models (DDMs) have recently attracted increasing attention by showing impressive synthesis quality. DDMs are built on a diffusion process that pushes data to th…
Learning PDE Solution Operator for Continuous Modeling of Time-Series
Yesom Park, Jaemoo Choi, Changyeon Yoon +2
Learning underlying dynamics from data is important and challenging in many real-world scenarios. Incorporating differential equations (DEs) to design continuous networks has drawn…