Small Quantum Codes from Algebraic Extensions of Generalized Bicycle
Codes
- URL: http://arxiv.org/abs/2401.07583v1
- Date: Mon, 15 Jan 2024 10:38:13 GMT
- Title: Small Quantum Codes from Algebraic Extensions of Generalized Bicycle
Codes
- Authors: Nikolaos Koukoulekidis and Fedor \v{S}imkovic IV and Martin Leib and
Francisco Revson Fernandes Pereira
- Abstract summary: Quantum LDPC codes range from the surface code, which has a vanishing encoding rate, to very promising codes with constant encoding rate and linear distance.
We devise small quantum codes that are inspired by a subset of quantum LDPC codes, known as generalized bicycle (GB) codes.
- Score: 4.299840769087443
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Quantum error correction is rapidly seeing first experimental
implementations, but there is a significant gap between asymptotically optimal
error-correcting codes and codes that are experimentally feasible. Quantum LDPC
codes range from the surface code, which has a vanishing encoding rate, to very
promising codes with constant encoding rate and linear distance. In this work,
motivated by current small-scale experimental quantum processing units, we
devise small quantum codes that are inspired by a subset of quantum LDPC codes,
known as generalized bicycle (GB) codes. We introduce a code construction based
on algebraic manipulation of the parity-check matrix of GB codes, rather than
manipulation of Tanner graphs. Our construction leads to families of quantum
LDPC codes of small size, and we demonstrate numerically that their performance
scales comparably to the performance of surface codes for similar sizes under a
phenomenological noise model. The advantage of our code family is that they
encode many logical qubits in one code, at the expense of non-local
connectivity. We then explore three variants of the code construction focusing
on reducing the long-range connectivity by bringing it closer to the current
experimental capabilities of short-range connectivity devices.
Related papers
- Decoding Quasi-Cyclic Quantum LDPC Codes [23.22566380210149]
Quantum low-density parity-check (qLDPC) codes are an important component in the quest for fault tolerance.
Recent progress on qLDPC codes has led to constructions which are quantumally good, and which admit linear-time decoders to correct errors affecting a constant fraction of codeword qubits.
In practice, the surface/toric codes, which are the product of two repetition codes, are still often the qLDPC codes of choice.
arXiv Detail & Related papers (2024-11-07T06:25:27Z) - List Decodable Quantum LDPC Codes [49.2205789216734]
We give a construction of Quantum Low-Density Parity Check (QLDPC) codes with near-optimal rate-distance tradeoff.
We get efficiently list decodable QLDPC codes with unique decoders.
arXiv Detail & Related papers (2024-11-06T23:08:55Z) - Factor Graph Optimization of Error-Correcting Codes for Belief Propagation Decoding [62.25533750469467]
Low-Density Parity-Check (LDPC) codes possess several advantages over other families of codes.
The proposed approach is shown to outperform the decoding performance of existing popular codes by orders of magnitude.
arXiv Detail & Related papers (2024-06-09T12:08:56Z) - Learning Linear Block Error Correction Codes [62.25533750469467]
We propose for the first time a unified encoder-decoder training of binary linear block codes.
We also propose a novel Transformer model in which the self-attention masking is performed in a differentiable fashion for the efficient backpropagation of the code gradient.
arXiv Detail & Related papers (2024-05-07T06:47:12Z) - Decoding quantum color codes with MaxSAT [4.29377170477633]
We propose a novel decoder for quantum color codes using a formulation as a MaxSAT problem based on the LightsOut puzzle.
We show that the decoding performance of the proposed decoder achieves state-of-the-art decoding performance on color codes.
arXiv Detail & Related papers (2023-03-24T19:00:02Z) - Homological Quantum Rotor Codes: Logical Qubits from Torsion [51.9157257936691]
homological quantum rotor codes allow one to encode both logical rotors and logical qudits in the same block of code.
We show that the $0$-$pi$-qubit as well as Kitaev's current-mirror qubit are indeed small examples of such codes.
arXiv Detail & Related papers (2023-03-24T00:29:15Z) - Deep Quantum Error Correction [73.54643419792453]
Quantum error correction codes (QECC) are a key component for realizing the potential of quantum computing.
In this work, we efficiently train novel emphend-to-end deep quantum error decoders.
The proposed method demonstrates the power of neural decoders for QECC by achieving state-of-the-art accuracy.
arXiv Detail & Related papers (2023-01-27T08:16:26Z) - Neural Belief Propagation Decoding of Quantum LDPC Codes Using
Overcomplete Check Matrices [60.02503434201552]
We propose to decode QLDPC codes based on a check matrix with redundant rows, generated from linear combinations of the rows in the original check matrix.
This approach yields a significant improvement in decoding performance with the additional advantage of very low decoding latency.
arXiv Detail & Related papers (2022-12-20T13:41:27Z) - Software Tools for Decoding Quantum Low-Density Parity Check Codes [3.610459670994051]
We propose a set of software tools that allows to numerically experiment with so-called Quantum Low-Density Parity Check codes (QLDPC codes)
On top of that, we propose an efficient decoder that tackles the bottlenecks of the general QLDPC decoder.
These tools eventually allow to confirm theoretical results around QLDPC codes in a more practical setting.
arXiv Detail & Related papers (2022-09-02T17:22:01Z) - Decoding quantum Tanner codes [0.38073142980732994]
We introduce sequential and parallel decoders for quantum Tanner codes.
Our decoders provably correct arbitrary errors of weight linear in the code length.
The same decoders are easily adapted to the expander lifted product codes of Panteleev and Kalachev.
arXiv Detail & Related papers (2022-08-10T19:50:18Z) - Quantum Error Correction via Noise Guessing Decoding [0.0]
Quantum error correction codes (QECCs) play a central role in both quantum communications and quantum computation.
This paper shows that it is possible to both construct and decode QECCs that can attain the maximum performance of the finite blocklength regime.
arXiv Detail & Related papers (2022-08-04T16:18:20Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.