3 papers
cs.LG2025
Data-Driven Dimensional Synthesis of Diverse Planar Four-bar Function Generation Mechanisms via Direct Parameterization
Woon Ryong Kim, Jaeheun Jung, Jeong Un Ha +2
Dimensional synthesis of planar four-bar mechanisms is a challenging inverse problem in kinematics, requiring the determination of mechanism dimensions from desired motion specific…
cs.LG2025
Catalyst: a Novel Regularizer for Structured Pruning with Auxiliary Extension of Parameter Space
Jaeheun Jung, Donghun Lee
Structured pruning aims to reduce the size and computational cost of deep neural networks by removing entire filters or channels. The traditional regularizers such as L1 or Group L…
cs.LG2024
Broadband Ground Motion Synthesis by Diffusion Model with Minimal Condition
Jaeheun Jung, Jaehyuk Lee, Changhae Jung +3
Shock waves caused by earthquakes can be devastating. Generating realistic earthquake-caused ground motion waveforms help reducing losses in lives and properties, yet generative mo…