89 citations · 99 across the 4 of their papers we have counts for
4 papers
Machine Learning Regression for Operator Dynamics
Justin Reyes, Sayandip Dhara, Eduardo R. Mucciolo
Determining the dynamics of the expectation values for operators acting on a quantum many-body (QMB) system is a challenging task. Matrix product states (MPS) have traditionally be…
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.…
Nonuniversal Entanglement Level Statistics in Projection-driven Quantum Circuits
Lei Zhang, Justin A. Reyes, Stefanos Kourtis +3
We study the level-spacing statistics in the entanglement spectrum of output states of random universal quantum circuits where qubits are subject to a finite probability of project…
Simulation of Quantum Many-Body Systems on Amazon Cloud
Justin A. Reyes, Eduardo R. Mucciolo, Dan Marinescu
Quantum many-body systems (QMBs) are some of the most challenging physical systems to simulate numerically. Methods involving approximations for tensor network (TN) contractions ha…