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The University of Southampton
STAG Research Centre

String Theory seminar - Yang-Hui He Seminar

Time:
13:00
Date:
13 March 2019
Venue:
Building 54, room 8031

For more information regarding this seminar, please email Brandon Robinson at [email protected] .

Event details

Title: Deep-learning the Landscape

Abstract: We propose a paradigm to deep-learn the ever-expanding databases which have emerged in mathematical physics and particle phenomenology, as diverse as the statistics of string vacua or combinatorial and algebraic geometry. As concrete examples, we establish multi-layer neural networks as both classifiers and predictors and train them with a host of available data ranging from Calabi-Yau manifolds and vector bundles, to quiver representations for gauge theories. We find that even a relatively simple neural network can achieve astounding accuracy in a matter of minutes. This paradigm should prove useful in various investigations in landscapes in physics as well as pure mathematics.

Speaker information

Yang-Hui He , City.

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