Fast and robust quantum state tomography from few basis measurements

Quantum state tomography is a powerful, but resource-intensive, general solution for numerous quantum information processing tasks. This motivates the design of robust tomography procedures that use relevant resources as sparingly as possible. Important cost factors include the number of state copies and measurement settings, as well as classical postprocessing time and memory. In this work, we present and analyze an online tomography algorithm that is designed to optimize all the aforementioned resources at the cost of a worse dependence on accuracy. The protocol is the first to give optimal performance in terms of rank and dimension for state copies, measurement settings and memory. Classical runtime is also reduced substantially. Further improvements are possible by executing the algorithm on a quantum computer, giving a quantum speedup for quantum state tomography.

READ FULL TEXT
research
09/16/2020

Efficient Approximate Quantum State Tomography with Basis Dependent Neural-Networks

We use a meta-learning neural-network approach to predict measurement ou...
research
03/02/2018

Quantum distance-based classifier with constant size memory, distributed knowledge and state recycling

In this work we examine recently proposed distance-based classification ...
research
12/17/2018

Adaptive Quantum State Tomography with Neural Networks

Quantum State Tomography is the task of determining an unknown quantum s...
research
06/01/2021

Efficient adaptive MCMC implementation for Pseudo-Bayesian quantum tomography

We revisit the Pseudo-Bayesian approach to the problem of estimating den...
research
06/04/2020

Semi-device-dependent blind quantum tomography

Extracting tomographic information about quantum states is a crucial tas...
research
05/22/2023

On quantum backpropagation, information reuse, and cheating measurement collapse

The success of modern deep learning hinges on the ability to train neura...
research
11/08/2021

K-sparse Pure State Tomography with Phase Estimation

Quantum state tomography (QST) for reconstructing pure states requires e...

Please sign up or login with your details

Forgot password? Click here to reset