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GSC-QEMit framework improves quantum error mitigation by 9.0%

By PulseAugur Editorial · [2 sources] ·

Researchers have developed GSC-QEMit, a new framework designed to adaptively manage quantum error mitigation. This system uses telemetry data to predict noise fluctuations and then employs a bandit algorithm to select the appropriate level of error correction. In tests, GSC-QEMit improved logical fidelity by 9.0% compared to unmitigated runs, while also reducing unnecessary, resource-intensive interventions. AI

IMPACT Introduces a novel adaptive error mitigation strategy for quantum computing, potentially improving reliability and efficiency.

RANK_REASON This is a research paper detailing a new framework for quantum error mitigation.

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

GSC-QEMit framework improves quantum error mitigation by 9.0%

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This is a research paper detailing a new framework for quantum error mitigation.
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COVERAGE [2]

  1. arXiv cs.LG TIER_1 English(EN) · Steven Szachara, Sheeraja Rajakrishnan, Dylan Jay Van Allen, Jason Pollack, Travis Desell, Daniel Krutz ·

    GSC-QEMit: A Telemetry-Driven Hierarchical Forecast-and-Bandit Framework for Adaptive Quantum Error Mitigation

    arXiv:2604.24551v1 Announce Type: cross Abstract: Quantum error mitigation (QEM) is essential for extracting reliable results from near-term quantum devices, yet practical deployments must balance mitigation strength against runtime overhead under time-varying noise. We introduce…

  2. arXiv cs.LG TIER_1 English(EN) · Daniel Krutz ·

    GSC-QEMit: A Telemetry-Driven Hierarchical Forecast-and-Bandit Framework for Adaptive Quantum Error Mitigation

    Quantum error mitigation (QEM) is essential for extracting reliable results from near-term quantum devices, yet practical deployments must balance mitigation strength against runtime overhead under time-varying noise. We introduce \emph{GSC-QEMit}, a telemetry-driven, \textbf{con…

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