Synergy of machine learning with quantum computing and communication

D Bhoumik, S Sur-Kolay, SS Iyengar - arXiv preprint arXiv:2310.03434, 2023 - arxiv.org
Machine learning in quantum computing and communication provides intensive
opportunities for revolutionizing the field of Physics, Mathematics, and Computer Science …

Fault-tolerant Quantum Error Correction Using a Linear Array of Emitters

J Kim, JH Han, IH Kim - arXiv preprint arXiv:2403.01376, 2024 - arxiv.org
We propose a fault-tolerant quantum error correction architecture consisting of a linear array
of emitters and delay lines. In our scheme, a resource state for fault-tolerant quantum …

Quantum error cancellation in photonic systems--undoing photon losses

A Taylor, G Bressanini, H Kwon, MS Kim - arXiv preprint arXiv:2403.05252, 2024 - arxiv.org
Real photonic devices are subject to photon losses that can decohere quantum information
encoded in the system. In the absence of full fault tolerance, quantum error mitigation …

Reliability Research on Quantum Neural Networks

Y Zhang, H Lu - Electronics, 2024 - mdpi.com
Quantum neural networks (QNNs) leverage the strengths of both quantum computing and
neural networks, offering solutions to challenges that are often beyond the reach of …

Incoherent approximation of leakage in quantum error correction

J Marshall, D Kafri - arXiv preprint arXiv:2312.10277, 2023 - arxiv.org
Quantum error correcting codes typically do not account for quantum state transitions-
leakage-out of the computational subspace. Since these errors can last for multiple detection …

Extracting Error Thresholds through the Framework of Approximate Quantum Error Correction Condition

Y Zhao, DE Liu - arXiv preprint arXiv:2312.16991, 2023 - arxiv.org
The robustness of quantum memory against physical noises is measured by two methods:
the exact and approximate quantum error correction (QEC) conditions for error …

Quantum error mitigation with artificial neural network

C Kim, KD Park, JK Rhee - IEEE Access, 2020 - ieeexplore.ieee.org
A quantum error mitigation technique based on machine learning is proposed, which learns
how to adjust the probabilities estimated by measurement in the computational basis. Neural …

Combating errors in quantum communication: an integrated approach

R Bala, S Asthana, V Ravishankar - Scientific Reports, 2023 - nature.com
Near-term quantum communication protocols suffer inevitably from channel noises, whose
alleviation has been mostly attempted with resources such as multiparty entanglement or …

Optimization of decoder priors for accurate quantum error correction

V Sivak, M Newman, P Klimov - arXiv preprint arXiv:2406.02700, 2024 - arxiv.org
Accurate decoding of quantum error-correcting codes is a crucial ingredient in protecting
quantum information from decoherence. It requires characterizing the error channels …

[PDF][PDF] Protecting quantum states against loss

B Desef, MB Plenio - Quantum, 2021 - researchgate.net
Quantum error correcting codes (QECCs) are the means of choice whenever quantum
systems suffer errors, eg, due to imperfect devices, environments, or faulty channels. By …