Plenary Presentations

David M. Higdon, Virginia Polytechnic Institute and State University, USA

Title: UQ and Bayesian Model Calibration Applied to Stochastic Systems

George Em Karniadakis, Brown University, USA

Title: Physics-Informed Neural Networks (PINNs) with Uncertainty Quantification

Frances Y. Kuo, University of New South Wales, Australia

Title: New Quasi-Monte Carlo Strategies for UQ

Youssef M. Marzouk, Massachusetts Institute of Technology, USA

Title: Transport methods for stochastic modeling and inference

Anthony Nouy, Centrale Nantes, France

Title: Approximation and Learning with Tree Tensor Networks

Elaine Spiller, Marquette University, USA

Title: Assessing and forecasting hazards in an uncertain future

Karen Veroy-Grepl, Eindhoven University of Technology (TU/e), Netherlands

Title: Optimal experimental design for the quantification of model uncertainty: A functional analysis perspective

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