Search Results for author: Owen Dugan

Found 3 papers, 2 papers with code

Q-Flow: Generative Modeling for Differential Equations of Open Quantum Dynamics with Normalizing Flows

no code implementations23 Feb 2023 Owen Dugan, Peter Y. Lu, Rumen Dangovski, Di Luo, Marin Soljačić

Studying the dynamics of open quantum systems can enable breakthroughs both in fundamental physics and applications to quantum engineering and quantum computation.

AI-Assisted Discovery of Quantitative and Formal Models in Social Science

1 code implementation2 Oct 2022 Julia Balla, Sihao Huang, Owen Dugan, Rumen Dangovski, Marin Soljacic

In social science, formal and quantitative models, such as ones describing economic growth and collective action, are used to formulate mechanistic explanations, provide predictions, and uncover questions about observed phenomena.

counterfactual Sociology +1

OccamNet: A Fast Neural Model for Symbolic Regression at Scale

4 code implementations16 Jul 2020 Owen Dugan, Rumen Dangovski, Allan Costa, Samuel Kim, Pawan Goyal, Joseph Jacobson, Marin Soljačić

Neural networks' expressiveness comes at the cost of complex, black-box models that often extrapolate poorly beyond the domain of the training dataset, conflicting with the goal of finding compact analytic expressions to describe scientific data.

Image Classification regression +1

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