Search Results for author: Ari Silburt

Found 4 papers, 3 papers with code

FANATIC: FAst Noise-Aware TopIc Clustering

1 code implementation Findings (EMNLP) 2021 Ari Silburt, Anja Subasic, Evan Thompson, Carmeline Dsilva, Tarec Fares

Extracting salient topics from a collection of documents can be a challenging task when a) the amount of data is large, b) the number of topics is not known a priori, and/or c) “topic noise” is present.

Clustering

Predicting the long-term stability of compact multiplanet systems

1 code implementation13 Jul 2020 Daniel Tamayo, Miles Cranmer, Samuel Hadden, Hanno Rein, Peter Battaglia, Alysa Obertas, Philip J. Armitage, Shirley Ho, David Spergel, Christian Gilbertson, Naireen Hussain, Ari Silburt, Daniel Jontof-Hutter, Kristen Menou

Our Stability of Planetary Orbital Configurations Klassifier (SPOCK) predicts stability using physically motivated summary statistics measured in integrations of the first $10^4$ orbits, thus achieving speed-ups of up to $10^5$ over full simulations.

Earth and Planetary Astrophysics

Hybrid Symplectic Integrators for Planetary Dynamics

no code implementations12 Mar 2019 Hanno Rein, David M. Hernandez, Daniel Tamayo, Garett Brown, Emily Eckels, Emma Holmes, Michelle Lau, Rejean Leblanc, Ari Silburt

A hybrid integrator achieves high accuracy during close encounters by using a high order integration scheme for the duration of the encounter while otherwise using a standard 2nd order Wisdom-Holman scheme, thereby optimizing both speed and accuracy.

Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics Dynamical Systems

Lunar Crater Identification via Deep Learning

1 code implementation6 Mar 2018 Ari Silburt, Mohamad Ali-Dib, Chenchong Zhu, Alan Jackson, Diana Valencia, Yevgeni Kissin, Daniel Tamayo, Kristen Menou

Crater counting on the Moon and other bodies is crucial to constrain the dynamical history of the Solar System.

Earth and Planetary Astrophysics

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