Suh, Namjoon

4 publications

TMLR 2025 TimeAutoDiff: A Unified Framework for Generation, Imputation, Forecasting, and Time-Varying Metadata Conditioning of Heterogeneous Time Series Tabular Data Namjoon Suh, Yuning Yang, Din-Yin Hsieh, Qitong Luan, Shirong Xu, Shixiang Zhu, Guang Cheng
ICLR 2023 Approximation and Non-Parametric Estimation of Functions over High-Dimensional Spheres via Deep ReLU Networks Namjoon Suh, Tian-Yi Zhou, Xiaoming Huo
NeurIPSW 2023 AutoDiff: Combining Auto-Encoder and Diffusion Model for Tabular Data Synthesizing Namjoon Suh, Xiaofeng Lin, Din-Yin Hsieh, Mehrdad Honarkhah, Guang Cheng
ICLR 2022 A Non-Parametric Regression Viewpoint : Generalization of Overparametrized Deep ReLU Network Under Noisy Observations Namjoon Suh, Hyunouk Ko, Xiaoming Huo