Bulletin of the American Physical Society
APS March Meeting 2019
Volume 64, Number 2
Monday–Friday, March 4–8, 2019; Boston, Massachusetts
Session K27: Quantum Machine Learning II
8:00 AM–10:24 AM,
Wednesday, March 6, 2019
BCEC
Room: 160C
Sponsoring
Unit:
DQI
Chair: Maria Schuld, University of KwaZulu-Natal
Abstract: K27.00010 : Estimating quantum circuit probabilities and Hamiltonian properties using amplitude estimation
10:12 AM–10:24 AM
Presenter:
Hammam Qassim
(University of Waterloo, Institute for Quantum Computing)
Author:
Hammam Qassim
(University of Waterloo, Institute for Quantum Computing)
We describe a Markov chain monte carlo simulation of quantum circuits based on decomposing the circuit in question as a sum of Clifford gates. The idea is to leverage the classical simulability of Clifford dynamics to cases where the circuit is no longer simulable. The runtime scales quadratically with the 1-norm of the vector of expansion, and the runtime is comparable with state-of-the-art simulators for an important class of circuitslp; the so-called Clifford+T circuits. The simulation method can be extended to two other problems: estimating transition probabilities and estimating the partition function of an n-qubit Hamiltonian. We give theoretical error and runtime estimates, and introduce a few sub-algorithms which can improve the performance in some cases.
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