The Physics of Algorithms, by Prof. Lenka Zdeborová
Автор: EPFL School of Computer and Communication Sciences
Загружено: 2022-12-02
Просмотров: 1064
Описание:
Inaugural Lecture - The Physics of Algorithms, by Prof. Lenka Zdeborová
Abstract
Computational questions in high-dimensional problems are ubiquitous, yet we still lack a satisfying theoretical framework able to answer most of them. Corresponding problems sometimes map to systems studied in statistical physics where the high dimension translates into a large number of interacting elements. Theoretical tools of statistical physics can then be deployed to study computational problems and inform both mathematical and algorithmic developments. We will highlight some key results in this field with examples of applications in artificial neural networks and in signal processing.
About the speaker
Lenka Zdeborová received her PhD in physics from University Paris-Sud and from Charles University in Prague in 2008. She spent two years in the Los Alamos National Laboratory as the Director's Postdoctoral Fellow. Between 2010 and 2020 she was a researcher at CNRS working in the Institute of Theoretical Physics in CEA Saclay, France. In 2014, she was awarded the CNRS bronze medal, in 2016 Philippe Meyer prize in theoretical physics, in 2018 the Irène Joliot-Curie prize, in 2021 the Gibbs lectureship of AMS.
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