Search Results for author: Yin Lin

Found 3 papers, 0 papers with code

Neural-network preconditioners for solving the Dirac equation in lattice gauge theory

no code implementations4 Aug 2022 Salvatore Calì, Daniel C. Hackett, Yin Lin, Phiala E. Shanahan, Brian Xiao

This work develops neural-network--based preconditioners to accelerate solution of the Wilson-Dirac normal equation in lattice quantum field theories.

A Survey on Techniques for Identifying and Resolving Representation Bias in Data

no code implementations22 Mar 2022 Nima Shahbazi, Yin Lin, Abolfazl Asudeh, H. V. Jagadish

The grand goal of data-driven decision-making is to help humans make decisions, not only easily and at scale but also wisely, accurately, and just.

Decision Making

Applications of Machine Learning to Lattice Quantum Field Theory

no code implementations10 Feb 2022 Denis Boyda, Salvatore Calì, Sam Foreman, Lena Funcke, Daniel C. Hackett, Yin Lin, Gert Aarts, Andrei Alexandru, Xiao-Yong Jin, Biagio Lucini, Phiala E. Shanahan

There is great potential to apply machine learning in the area of numerical lattice quantum field theory, but full exploitation of that potential will require new strategies.

BIG-bench Machine Learning

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