Far from Perfect: Quantum Error Correction with (Hyperinvariant) Evenbly Codes

Matthew Steinberg1,2, Junyu Fan1,2, Robert J. Harris3, David Elkouss1,4, Sebastian Feld1,2, and Alexander Jahn5

1QuTech, Delft University of Technology, 2628 CJ Delft, The Netherlands
2Quantum and Computer Engineering Department, Delft University of Technology, 2628 CD Delft, The Netherlands
3ARC Centre for Engineered Quantum Systems, School of Mathematics and Physics, The University of Queensland, St Lucia, QLD, 4072, Australia
4Networked Quantum Devices Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa, Japan
5Department of Physics, Freie Universität Berlin, 14195 Berlin, Germany

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Abstract

We introduce a new class of qubit codes that we call Evenbly codes, building on a previous proposal of hyperinvariant tensor networks. Its tensor network description consists of local, non-perfect tensors describing CSS codes interspersed with Hadamard gates, placed on a hyperbolic $\{p,q\}$ geometry with even $q\geq 4$, yielding an infinitely large class of subsystem codes. We construct an example for a $\{5,4\}$ manifold and describe strategies of logical gauge fixing that lead to different rates $k/n$ and distances $d$, which we calculate analytically, finding distances which range from $d=2$ to $d \sim n^{2/3}$. Investigating threshold performance under erasure, depolarizing, and pure Pauli noise channels, we find that the code exhibits a depolarizing noise threshold of about 19.1% in the code-capacity model and 50% for pure Pauli and erasure channels under suitable gauges. We also test a constant-rate version with $k/n = 0.125$, finding excellent error resilience (about 40%) under the erasure channel. Recovery rates for these and other settings are studied both under an optimal decoder as well as a more efficient but non-optimal greedy decoder. We also consider generalizations beyond the CSS tensor construction, compute error rates and thresholds for other hyperbolic geometries, and discuss the relationship to holographic bulk/boundary dualities. Our work indicates that Evenbly codes may show promise for practical quantum computing applications.

Quantum error correction (QEC) is essential for building reliable quantum computers, but designing codes that are both powerful and practical remains a major challenge. A class of QEC codes with recent interest are holographic codes, modeled after holographic bulk/boundary dualities, in which the bulk and boundary degrees of freedom represent logical and physical qubits, respectively. Whether holographic codes can also have practical QEC capabilities is an open problem; however, the most commonly studied holographic codes are built from tensor networks of perfect tensors, whose highly entangled constituents may make them hard to implement in practice. However, a recent proposal of so-called hyper-invariant holographic codes showed that holographic tensor-network codes can also be built from non-perfect tensors.

Our work introduces a new subclass of QEC codes – Evenbly codes – that fall into the class of hyper-invariant holographic codes but are built from simple qubit CSS codes and Hadamard gates, a setting that is more suitable to near-term applications than the original proposal. Evenbly codes are subsystem codes, meaning that a subset of the logical qubits can be gauge-fixed to improve the QEC properties of the others. The code rate can be modified from asymptotically zero to constant values, with code distances of up to approximately $d \sim n^{2/3}$ in some instances, competitive with or better than many existing codes. We also study the resilience of these codes under suitable gauge fixing with regards to various types of noise (erasure, depolarizing, Pauli errors). There we find that both zero-rate versions, where only a single logical qubit remains gauge-free while the number $n$ of physical qubits is scaled up, as well as constant-rate versions exhibit excellent code capacity error thresholds under suitable gauges.

Evenbly codes thus represent a highly-tunable class of qubit codes that appear to perform well against various types of errors while also modeling interesting physics of holographic bulk-boundary dualities.

► BibTeX data

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[17] Kwok Ho Wan, H. C. W. Price, and Qing Yao, "Holographic codes seen through ZX-calculus", arXiv:2601.04467, (2026).

[18] Alex Steiner, Gerard Anglès Munné, Robert Freund, Ivan Pogorelov, Michael Meth, Robert J. Harris, Gavin Brennen, Thomas M. Stace, Thomas Monz, Rainer Blatt, Felix Huber, and Martin Ringbauer, "Holographic quantum codes with trapped ions", arXiv:2607.16503, (2026).

The above citations are from Crossref's cited-by service (last updated successfully 2026-08-17 14:43:56) and SAO/NASA ADS (last updated successfully 2026-08-17 14:43:57). The list may be incomplete as not all publishers provide suitable and complete citation data.