Search Results for author: Justin Reyes

Found 2 papers, 0 papers with code

Machine Learning Regression for Operator Dynamics

no code implementations23 Feb 2021 Justin Reyes, Sayandip Dhara, Eduardo R. Mucciolo

Matrix product states (MPS) have traditionally been the "go-to" models for these systems because calculating expectation values in this representation can be done with relative simplicity and high accuracy.

BIG-bench Machine Learning regression

A Multi-Scale Tensor Network Architecture for Classification and Regression

no code implementations22 Jan 2020 Justin Reyes, Miles Stoudenmire

We present an algorithm for supervised learning using tensor networks, employing a step of preprocessing the data by coarse-graining through a sequence of wavelet transformations.

Classification General Classification +4

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