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Probability flows and stochastic processes: Applications to optimal transport and generati — NSF Award to Brown University (RI, $2

This project involves the study of probability flows to enhance understanding of complicated probability distributions, with applications ranging from the distribution of a cloud of electrons in a given molecule as building blocks of materials science, to the distribution of all possible coherent sentences in the Engli

Award titleProbability flows and stochastic processes: Applications to optimal transport and generati
Award ID2508545
AwardeeBrown University
CityPROVIDENCE
StateRI
Amount obligated$239,999
Principal investigatorYair Shenfeld
ProgramAPPLIED MATHEMATICS, OFFICE OF MULTIDISCIPLINARY AC
Start date07/15/2025
AbstractThis project involves the study of probability flows to enhance understanding of complicated probability distributions, with applications ranging from the distribution of a cloud of electrons in a given molecule as building blocks of materials science, to the distribution of all possible coherent sentences in the English language which lies at the core of the advancements of large language models in artificial intelligence. In one direction, the project will propose a novel framework that facili
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