2 papers
cs.LG2026
Teaching Molecular Dynamics to a Non-Autoregressive Ionic Transport Predictor
Jiyeon Kim, Byungju Lee, Won-Yong Shin
Unlike most static material properties widely studied in the machine learning literature, ionic transport properties are inherently dynamic, making their fast and accurate predicti…
cs.LG2026
Semi-Supervised Neural Super-Resolution for Mesh-Based Simulations
Jiyeon Kim, Youngjoon Hong, Won-Yong Shin
Mesh-based simulations provide high-fidelity solutions to partial differential equations (PDEs), but achieving such accuracy typically requires fine meshes, leading to substantial…