Compression phase is not necessary for generalization in representation learning. - Sungyeop Lee; Junghyo Jo (CoRR, 2021)

Scale-invariant representation of machine learning. - Sungyeop Lee; Junghyo Jo (CoRR, 2021)

Information Flows of Diverse Autoencoders. - Sungyeop Lee; Junghyo Jo (Entropy, 2021)

GNRK: Graph Neural Runge-Kutta method for solving partial differential equations. - Hoyun Choi; Sungyeop Lee; B. Kahng; Junghyo Jo (CoRR, 2023)

Neural Graph Simulator for Complex Systems. - Hoyun Choi; Sungyeop Lee; B. Kahng; Junghyo Jo (CoRR, 2024)

Solving the dopant diffusion dynamics with physics-informed neural networks. - Sungyeop Lee; Jisu Ryu; Young-Gu Kim; Dae Sin Kim; Hiroo Koshimoto; Jaeshin Park (J. Comput. Sci., 2025)