Jiyong Kim
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Paper-Conference
Safe Reinforcement Learning for 3D Large Scale Constrained Layout Optimization
December, 2025
Point-based Diffusion Model for Predicting Spatio-Temporal Dynamics in Physical Systems
December, 2025
Point-based Diffusion Model for Predicting 2D Spatio-Temporal and 3D Large-Scale Physical Systems with Shape Variations
April, 2025
Comparative Study of Spatiotemporal Prediction Performance in 2D Cylinder Fluid Flow: Meshgraphnet vs Neural Implicit Representation
November, 2024
Design Optimization of OLED Display Panels for Drop Impact Resistance Using A Graph Neural Network
August, 2024
A Hypergraph Neural Network-Based Surrogate Model for Predicting the Durability of OLED Displays under Drop Impact
May, 2024
Impact Analysis using Graph Neural Networks and Node-Element Hypergraph
May, 2023
Large-scale Layout Optimization for Chemical Plant
November, 2022
Machine Learning-based Crashworthiness Prediction and Sensitivity Analysis
May, 2022