Uncertainty Quantification for Markov Random Fields. - Panagiota Birmpa; Markos A. Katsoulakis (SIAM/ASA J. Uncertain. Quantification, 2021)

Lipschitz regularized gradient flows and latent generative particles. - Hyemin Gu; Panagiota Birmpa; Yannis Pantazis; Luc Rey-Bellet; Markos A. Katsoulakis (CoRR, 2022)

Model Uncertainty and Correctability for Directed Graphical Models. - Panagiota Birmpa; Jinchao Feng; Markos A. Katsoulakis; Luc Rey-Bellet (SIAM/ASA J. Uncertain. Quantification, 2022)

Lipschitz-Regularized Gradient Flows and Generative Particle Algorithms for High-Dimensional Scarce Data. - Hyemin Gu; Panagiota Birmpa; Yannis Pantazis; Luc Rey-Bellet; Markos A. Katsoulakis (SIAM J. Math. Data Sci., 2024)