Picture for Namjoon Suh

Namjoon Suh

TimeAutoDiff: Combining Autoencoder and Diffusion model for time series tabular data synthesizing

Add code
Jun 23, 2024
Viaarxiv icon

Discriminative Estimation of Total Variation Distance: A Fidelity Auditor for Generative Data

Add code
May 24, 2024
Viaarxiv icon

Approximation of RKHS Functionals by Neural Networks

Add code
Mar 18, 2024
Viaarxiv icon

Benefits of Transformer: In-Context Learning in Linear Regression Tasks with Unstructured Data

Add code
Feb 01, 2024
Viaarxiv icon

A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models

Add code
Jan 14, 2024
Viaarxiv icon

AutoDiff: combining Auto-encoder and Diffusion model for tabular data synthesizing

Add code
Oct 24, 2023
Viaarxiv icon

On Excess Risk Convergence Rates of Neural Network Classifiers

Add code
Sep 26, 2023
Viaarxiv icon

Asymptotic Theory of $\ell_1$-Regularized PDE Identification from a Single Noisy Trajectory

Add code
Mar 12, 2021
Figure 1 for Asymptotic Theory of $\ell_1$-Regularized PDE Identification from a Single Noisy Trajectory
Figure 2 for Asymptotic Theory of $\ell_1$-Regularized PDE Identification from a Single Noisy Trajectory
Figure 3 for Asymptotic Theory of $\ell_1$-Regularized PDE Identification from a Single Noisy Trajectory
Figure 4 for Asymptotic Theory of $\ell_1$-Regularized PDE Identification from a Single Noisy Trajectory
Viaarxiv icon

Factor Analysis on Citation, Using a Combined Latent and Logistic Regression Model

Add code
Dec 02, 2019
Figure 1 for Factor Analysis on Citation, Using a Combined Latent and Logistic Regression Model
Figure 2 for Factor Analysis on Citation, Using a Combined Latent and Logistic Regression Model
Figure 3 for Factor Analysis on Citation, Using a Combined Latent and Logistic Regression Model
Figure 4 for Factor Analysis on Citation, Using a Combined Latent and Logistic Regression Model
Viaarxiv icon

Review on Parameter Estimation in HMRF

Add code
Nov 20, 2017
Figure 1 for Review on Parameter Estimation in HMRF
Figure 2 for Review on Parameter Estimation in HMRF
Figure 3 for Review on Parameter Estimation in HMRF
Figure 4 for Review on Parameter Estimation in HMRF
Viaarxiv icon