Quick Navigation

Overview Topics Abstract Importance Paper Tools References Reactions Discussion Publication Related

Topics

Quantum Error Correction Fault Tolerance Quantum Machine Learning Variational Hybrid Quantum Algorithms

Learning Better Error Correction Codes with Hybrid Quantum-Assisted Machine Learning

arXiv
Authors: Yariv Yanay

Year

2026

Paper ID

3927

Status

Preprint

Abstract Read

~2 min

Abstract Words

102

Citations

N/A

Abstract

Quantum error correction is one of the fundamental building blocks of digital quantum computation. The Quantum Lego formalism has introduced a systematic way of constructing new stabilizer codes out of basic lego-like building blocks, which in previous work we have used to generate improved error correcting codes via an automated reinforcement learning process. Here, we take this a step further and show the use of a hybrid classical-quantum algorithm. We combine classical reinforcement learning with calls to two commercial quantum devices to search for a stabilizer code to correct errors specific to the device, as well as an induced photon loss error.

Why This Paper Matters

  • This paper contributes to the Quantum Machine Learning research area in the Quantum Articles archive.
  • It adds a 2026 reference point for readers tracking recent quantum research.
  • Quantum error correction is one of the fundamental building blocks of digital quantum computation.

Paper Tools

Become a member to use research tools

Sign in to open papers, visit source links, share, cite, compare, copy DOI links, request category corrections, and build your reading list.

Become a member Sign in
Show Paper arXiv Publisher Share Cite This Paper Copy URL Compare Copy DOI Add to Reading List Category Correction Request

References & Citation Signals

[1] DOI https://doi.org/arXiv:2601.08014 [2] arXiv https://arxiv.org/abs/2601.08014 [3] Publisher https://arxiv.org/abs/2601.08014

Local Citation Graph (Related-Paper Links)

Current Paper #3927 #68464 Hybrid Classical-Quantum Neural... #68474 Concentration-Free Quantum Kern... #68473 Reformulating Neural Operators ... #68469 Pitfalls when tackling the expo...

External citation index: OpenAlex citation signal

Community Reactions

Quick sentiment from readers on this paper.

Score: 0
Likes: 0 Dislikes: 0

Sign in to react to this paper.

Discussion & Reviews (Moderated)

Average Rating: 0.0 / 5 (0 ratings)

No written reviews yet.