Solving PDEs on Point Clouds by Physics-Informed Learning with Graph Neural Networks. - Rakhoon Hwang; Junseung Ryu; Seungtae Park; Hyung Ju Hwang (ECAI, 2024)

Sobolev Training for Operator Learning. - Namkyeong Cho; Junseung Ryu; Hyung Ju Hwang (CoRR, 2024)

A Neural Operator Unifying Graph Neural Networks and Point Transformers. - Junseung Ryu; Namkyeong Cho; Hyung Ju Hwang (IEEE Access, 2025)

Self-Supervised Drift-Resilient Classification for Time Series Industrial Anomaly Detection. - Myung-Kyo Seo; Byeong Hoon Yoon; Junseung Ryu; Hyung Ju Hwang (IEEE Access, 2025)

A Physics-Informed Neural Network framework for solving PDEs on point clouds via surface reconstruction. - Junseung Ryu; Seungtae Park; Hyung Ju Hwang (Neural Networks, 2025)