Namjoon Suh

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 14

Top Topics

Diffusion Model

Anisotropic Diffusion

Top Venues

Stat. Anal. Data Min.

SIAM/ASA J. Uncertain. Quantification

Publications

Lan Tao, Shirong Xu, Chi-Hua Wang, Namjoon Suh, Guang Cheng
Discriminative Estimation of Total Variation Distance: A Fidelity Auditor for Generative Data. CoRR (2024)
Tian-Yi Zhou, Namjoon Suh, Guang Cheng, Xiaoming Huo
Approximation of RKHS Functionals by Neural Networks. CoRR (2024)
Namjoon Suh, Yuning Yang, Din-Yin Hsieh, Qitong Luan, Shirong Xu, Shixiang Zhu, Guang Cheng
TimeAutoDiff: Combining Autoencoder and Diffusion model for time series tabular data synthesizing. CoRR (2024)
Namjoon Suh, Guang Cheng
A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models. CoRR (2024)
Yue Xing, Xiaofeng Lin, Namjoon Suh, Qifan Song, Guang Cheng
Benefits of Transformer: In-Context Learning in Linear Regression Tasks with Unstructured Data. CoRR (2024)
Namjoon Suh, Tian-Yi Zhou, Xiaoming Huo
Approximation and non-parametric estimation of functions over high-dimensional spheres via deep ReLU networks. ICLR (2023)
Hyunouk Ko, Namjoon Suh, Xiaoming Huo
On Excess Risk Convergence Rates of Neural Network Classifiers. CoRR (2023)
Namjoon Suh, Xiaofeng Lin, Din-Yin Hsieh, Merhdad Honarkhah, Guang Cheng
AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizing. CoRR (2023)
Yuchen He, Namjoon Suh, Xiaoming Huo, Sung Ha Kang, Yajun Mei
Asymptotic Theory of \(\boldsymbol \ell _1\) -Regularized PDE Identification from a Single Noisy Trajectory. SIAM/ASA J. Uncertain. Quantification 10 (1) (2022)
Namjoon Suh, Hyunouk Ko, Xiaoming Huo
A Non-Parametric Regression Viewpoint : Generalization of Overparametrized Deep RELU Network Under Noisy Observations. ICLR (2022)
Namjoon Suh, Xiaoming Huo, Eric Heim, Lee M. Seversky
A network model that combines latent factors and sparse graphs. Stat. Anal. Data Min. 14 (2) (2021)
Yuchen He, Namjoon Suh, Xiaoming Huo, Sung Ha Kang, Yajun Mei
-Regularized PDE Identification from a Single Noisy Trajectory. CoRR (2021)
Namjoon Suh, Ruizhi Zhang, Yajun Mei
Adaptive Online Monitoring of the Ising model. Allerton (2019)
Namjoon Suh, Xiaoming Huo, Eric Heim, Lee M. Seversky
Factor Analysis on Citation, Using a Combined Latent and Logistic Regression Model. CoRR (2019)