22 citations · 36 across the 4 of their papers we have counts for
4 papers
A Multi-Scale Tensor Network Architecture for Classification and Regression
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.…
Finite temperature density matrix embedding theory
Chong Sun, Ushnish Ray, Zhi-Hao Cui +3
We describe a formulation of the density matrix embedding theory at finite temperature. We present a generalization of the ground-state bath orbital construction that embeds a mean…
Modeling Sequences with Quantum States: A Look Under the Hood
Tai-Danae Bradley, E. Miles Stoudenmire, John Terilla
Classical probability distributions on sets of sequences can be modeled using quantum states. Here, we do so with a quantum state that is pure and entangled. Because it is entangle…
Monte Carlo Tensor Network Renormalization
William Huggins, C. Daniel Freeman, Miles Stoudenmire +2
Techniques for approximately contracting tensor networks are limited in how efficiently they can make use of parallel computing resources. In this work we demonstrate and character…