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GPU-Enhanced Tensor Networks

1 Aug 2023, 16:20
20m
Curia II (WH2SW)

Curia II

WH2SW

Speaker

Abhishek Samlodia (Syracuse University)

Description

Deep Learning Models in the Machine Learning Community relies heavily on GPU-based tensor calculations. In recent years, Tensor Networks Methods have been explored to estimate the Partition Function of a system deterministically. One of the reasons Tensor Networks have not been yet utilised to the maximum potential in the Lattice Gauge Theories is their time complexity issue of the algorithms. Drawing motivation from these Machine Learning Models, we present a GPU-based acceleration of existing Tensor Networks Methods that reduces the simulation time.

Topical area Software Development and Machines

Primary author

Abhishek Samlodia (Syracuse University)

Presentation materials