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Research Papers

Limits of Zero-Noise Extrapolation as Circuit Size Increases

Reyes, Holmqvist, Adesanya et al.

Quantum error mitigation research group · 2026

error correctionDifficulty: ★★★★

In Plain Language

Researchers tested how well a popular error-reduction trick (running the same circuit at different 'noise levels' and mathematically extrapolating back to a cleaner result) holds up as quantum circuits get bigger and more complex — and found it works less reliably than hoped at larger scales.

Key Findings

  • Zero-noise extrapolation accuracy degraded measurably as circuit depth increased beyond a certain threshold
  • The technique remained reliable and useful for the smaller circuit sizes common in current NISQ experiments
  • Results suggest zero-noise extrapolation alone won't be sufficient for much larger near-term algorithms without complementary techniques

Real-World Impact

Honest, limitation-focused research like this is exactly the kind of result that doesn't make headlines but matters enormously for realistic expectations — it tells practitioners precisely where this widely-used error mitigation technique from our Algorithms Database starts to break down.

Technical Abstract

The study systematically benchmarks zero-noise extrapolation accuracy as a function of circuit depth and qubit count across multiple superconducting processors, identifying a depth threshold beyond which extrapolation error exceeds the underlying noise being mitigated.

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