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2024

Stochastic-Constrained Stochastic Optimization with Markovian Data

Journal of Machine Learning Research

Yeongjong Kim, Dabeen Lee

2024

An adaptive dual-level reinforcement learning approach for optimal trade execution

Expert systems with applications

Soohan Kim, Jimyeong Kim, Hong Kee Sul, Youngjoon Hong

2024

Solving PDEs on Point Clouds by Physics-Informed Learning with Graph Neural Networks

Frontiers in Artificial Intelligence and Applications

Rakhoon Hwang, Junseung Ryu, Seungtae Park, Hyung Ju Hwang

2024

Supervised Low-Rank Semi-nonnegative Matrix Factorization with Frequency Regularization for Forecasting Spatio-temporal Data

Journal of scientific computing

Keunsu Kim, Hanbaek Lyu, Jinsu Kim & Jae-Hun Jung

2024

On the Temperature Distribution of a Body Heated by Radiation

SIAM journal on mathematical analysis

Jin Woo Jang, Juan J. L. Velázquez

2024

Semi-analytic PINN methods for singularly perturbed boundary value problems

Applicable Analysis

Gung-Min Gie, Youngjoon Hong, and Chang-Yeol Jung

2024

A nonexistence result for wing-like mean curvature flows in R4

Geometry & Topology

Kyeongsu Choi, Robert Haslhofer, Or Hershkovits

2024

A reaction network model of microscale liquid-liquid phase separation reveals effects of spatial dimension

The Journal of chemical physics

Jinyoung Kim, Sean D. Lawley, Jinsu Kim

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