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2024
Density Physics-Informed Neural Network reveals sources of cell heterogeneity in signal transduction
Patterns
Hyeontae Jo, Hyukpyo Hong, Hyung Ju Hwang, Won Chang, and Jae Kyoung Kim
Persistent homology of featured time series data and its applications
AIMS Mathematics
Eunwoo Heo, Jae-Hun Jung
tLaSDI: Thermodynamics-informed latent space dynamics identification
Computer Methods in Applied Mechanics and Engineering
Jun Sur Richard Park, Siu Wun Cheung, Youngsoo Choi, Yeonjong Shin
Uniformly monotone partitioning of polygons
Theoretical Computer Science
Hwi Kim, Jaegun Lee, Hee-Kap Ahn
Semi-analytic PINN methods for boundary layer problems in a rectangular domain
Journal of computational and applied mathematics
Gung-Min Gie, Youngjoon Hong, Chang-Yeol Jung, Tselmuun Munkhjin
On the Training and Generalization of Deep Operator Networks
SIAM Journal on Scientific Computing
Sanghyun Lee and Yeonjong Shin
Singular layer physics informed neural network method for plane parallel flows
Computers & mathematics with applications
Teng-Yuan Chang, Gung-Min Gie, Youngjoon Hong, Chang-Yeol Jung
Do Topological Characteristics Help in Knowledge Distillation?
Proceedings of Machine Learning Research
Jungeun Kim, Junwon You, Dongjin Lee, Ha Young Kim, Jae-Hun Jung