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Ellis Crabtree

Johns Hopkins University

United States

Research Interests

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Professors in United States

Articles (7)

Year:

2026

Year:

2026

Year:

2026

Year:

2025

Year:

2024

Year:

2023

Year:

2020

Collaborators (4)

Yayue Pan

Professor

University of Illinois Chicago (UIC)

UNITED STATES

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Dimitris Giovanis

Assistant Research Professor

Johns Hopkins University

UNITED STATES

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Roger Ghanem

Professor

University of Southern California

UNITED STATES

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Jida Huang

University of Chicago

UNITED STATES

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Ellis Crabtree

Research Interests

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Articles (7)

Discovering Hidden Relationships of Alloy Properties with Manifold Learning

Inverse Design of Alloys via Generative Algorithms: Optimization and Diffusion within Learned Latent Space

Generative learning for slow manifolds and bifurcation diagrams

Generative learning of densities on manifolds

Micro-macro consistency in multiscale modeling: Score-based model assisted sampling of fast/slow dynamical systems

GANs and Closures: Micro-Macro Consistency in Multiscale Modeling

Solubility and diffusivity of CO<inf>2</inf> in ionic polyimides with [C(CN)<inf>3</inf>]<inf>x</inf>[oAc]<inf>1−x</inf> anion composition

Collaborators (4)

Yayue Pan

Dimitris Giovanis

Roger Ghanem

Jida Huang

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