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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

2024

Persistent homology of featured time series data and its applications

AIMS Mathematics

Eunwoo Heo, Jae-Hun Jung

2024

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

2024

Uniformly monotone partitioning of polygons

Theoretical Computer Science

Hwi Kim, Jaegun Lee, Hee-Kap Ahn

2024

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

2024

On the Training and Generalization of Deep Operator Networks

SIAM Journal on Scientific Computing

Sanghyun Lee and Yeonjong Shin

2024

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

2024

Do Topological Characteristics Help in Knowledge Distillation?

Proceedings of Machine Learning Research

Jungeun Kim, Junwon You, Dongjin Lee, Ha Young Kim, Jae-Hun Jung

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