Markos Katsoulakis

Professor

University of Massachusetts Amherst

United States

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Articles (10)

Year:

2022

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2022

Year:

2022

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2021

Year:

2021

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2021

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2021

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2021

Year:

2020

Year:

2020

Collaborators (2)

Eric Joseph Hall

Academic, Baxter Fellow (Teaching and Research)

University of Dundee

UNITED KINGDOM

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Jeremiah Birrell

Assistant Professor

Texas State University

UNITED STATES

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Markos Katsoulakis

Research Interests

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Contact this professor

Articles (10)

Model Uncertainty and Correctability for Directed Graphical Models

Cumulant GAN

Optimizing Variational Representations of Divergences and Accelerating their Statistical Estimation

Mutual information for explainable deep learning of multiscale systems

Uncertainty Quantification and Error Propagation in the Enthalpy and Entropy of Surface Reactions Arising from a Single DFT Functional

GINNs: Graph-Informed Neural Networks for multiscale physics

Uncertainty Quantification for Markov Random Fields

Variational Representations and Neural Network Estimation of Renyi Divergences

Quantification of model uncertainty on path-space via goal-oriented relative entropy

Explainable and trustworthy artificial intelligence for correctable modeling in chemical sciences

Collaborators (2)

Eric Joseph Hall

Jeremiah Birrell

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