Pre-prints / Submitted Manuscripts
Namjoon Suh, Yuning Yang, Din-Yin Hsieh, Qitong Luan, Shirong Xu, Shixiang Zhu, Guang Cheng, "TimeAutoDiff: combining Auto-encoder and Diffusion model for time series tabular data synthesizing" Submitted [link][github code]
Tian-Yi Zhou, Namjoon Suh, Guang Cheng, Xiaoming Huo. "Approximation of RKHS functionals by neural networks." Submitted to JMLR. [link]
Hyunouk Ko, Namjoon Suh, Xiaoming Huo. "On Excess Risk Convergence Rates of Neural Network Classifiers." Submitted to IEEE Transactions on Information Theory. [link]
Yue Xing, Xiaofeng Lin, Namjoon Suh, Qifan Song, Guang Cheng. "Benefits of Transformer: In-context Learning in Linear Regression Tasks with Unstructured Data." Submitted [link]