no code implementations • 23 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.
1 code implementation • 2 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.
4 code implementations • 16 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.