Hyeok Kyu Kwon, Jaeseung Yang, and Minwoo Chae. (2025). Evaluating image generation models via sliced Wasserstein distance. Submitted.
Hyeok Kyu Kwon, Dongha Kim, Ilsang Ohn, and Minwoo Chae. (2025). Nonparametric estimation of a factorizable density using diffusion models. Submitted. [arXiv]
Jeyong Lee, Hyeok Kyu Kwon, and Minwoo Chae. (2025). Rates of convergence for nonparametric estimation of singular distributions using generative adversarial networks. Journal of the Korean Statistical Society. [arXiv]
Hyeok Kyu Kwon and Minwoo Chae. (2024). Minimax optimal density estimation using a shallow generative model with a one-dimensional latent variable. In Proc. International Conference on Artificial Intelligence and Statistics (AISTATS). [proceeding]