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05/25/2023
Privacy-aware Gaussian Process Regression
We propose the first theoretical and methodological framework for Gaussi...
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05/26/2021
Optimal Transport Based Refinement of Physics-Informed Neural Networks
In this paper, we propose a refinement strategy to the well-known Physic...
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04/03/2020
Data-driven Solution of Stochastic Differential Equations Using Maximum Entropy Basis Functions
In this paper we present a data-driven approach for uncertainty propagat...
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12/12/2019
