Correcting non-independent and non-identically distributed errors with surface codes
arXiv:2208.02191 · doi:10.22331/q-2023-09-26-1123
Abstract
A common approach to studying the performance of quantum error correcting codes is to assume independent and identically distributed single-qubit errors. However, the available experimental data shows that realistic errors in modern multi-qubit devices are typically neither independent nor identical across qubits. In this work, we develop and investigate the properties of topological surface codes adapted to a known noise structure by Clifford conjugations. We show that the surface code locally tailored to non-uniform single-qubit noise in conjunction with a scalable matching decoder yields an increase in error thresholds and exponential suppression of sub-threshold failure rates when compared to the standard surface code. Furthermore, we study the behaviour of the tailored surface code under local two-qubit noise and show the role that code degeneracy plays in correcting such noise. The proposed methods do not require additional overhead in terms of the number of qubits or gates and use a standard matching decoder, hence come at no extra cost compared to the standard surface-code error correction.
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- Decoding algorithms for surface codes
- Data-driven decoding of quantum error correcting codes using graph neural networks
- Scalable noise characterization of syndrome-extraction circuits with averaged circuit eigenvalue sampling
- Analog information decoding of bosonic quantum LDPC codes
- Designing fault-tolerant circuits using detector error models
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- Spin-augmented observables for efficient photonic quantum error correction