Non-zero noise extrapolation: accurately simulating noisy quantum circuits with tensor networks

TL;DR

This paper introduces a non-zero noise extrapolation method that enhances tensor network simulations of noisy quantum circuits, enabling accurate modeling in the low-noise regime crucial for quantum error correction.

Contribution

The authors develop a novel extrapolation technique that improves tensor network simulation accuracy for high-fidelity quantum circuits by leveraging added noise and subsequent extrapolation.

Findings

Method significantly improves simulation accuracy in low-noise regimes

Allows simulation of large qubit systems under generic noise models

Retains tensor network efficiency for high-fidelity quantum circuits

Abstract

Understanding the effects of noise on quantum computations is fundamental to the development of quantum hardware and quantum algorithms. Simulation tools are essential for quantitatively modelling these effects, yet unless artificial restrictions are placed on the circuit or noise model, accurately modelling noisy quantum computations is an extremely challenging task due to unfavourable scaling of required computational resources. Tensor network methods offer a viable solution for simulating computations that generate limited entanglement or that have noise models which yield low gate fidelities. However, in the most interesting regime of entangling circuits (with high gate fidelities) relevant for error correction and mitigation tensor network simulations often achieve poor accuracy. In this work we develop and numerically test a method for significantly improving the accuracy of tensor network simulations of noisy quantum circuits in the low-noise (i.e. high gate-fidelity) regime. Our method comes with the advantages that it (i) allows for the simulation of quantum circuits under generic types of noise model, (ii) is especially tailored to the low-noise regime, and (iii) retains the benefits of tensor network scaling, enabling efficient simulations of large numbers of qubits. We build upon the observations that adding extra noise to a quantum circuit makes it easier to simulate with tensor networks, and that the results can later be reliably extrapolated back to the low-noise regime of interest. These observations form the basis for a novel emulation technique that we call non-zero noise extrapolation, in analogy to the quantum error mitigation technique of zero-noise extrapolation.