How reproducible is "Quantum error mitigation"?

Estimated time to first reproduction: a few days. Risk flags: Adjacent implementations are not paper-verified. No maintained paper-verified implementation was found; start with the closest related repositories below.

Quantum error mitigation

Zhenyu Cai, Ryan Babbush, Simon C. Benjamin, Suguru Endo, William J. Huggins, Ying Li, Jarrod R. McClean, Thomas E. O’Brien

Published: Dec 13, 2023

No direct implementation yet

Evidence: Adjacent

Domain fit: AI-adjacent

Verified repos: 0

Paper appears method- or tooling-adjacent to AI workflows with partial ecosystem coverage.

Time to first repro: a few days

1 risk flag

DOI Publisher

In most of physics it is normal to obtain information by analysis of noisy data. The paradigm of quantum computing has been a simplified version of this -- one measurement of a two-level system gives one bit of reliable information about the result of a computation. But real-world quantum computers do not work this way: the noisiness of quantum evolution also requires good strategies for extracting information. This ...

Read full abstract

review covers many error-mitigation strategies used in present-day quantum processors. These strategies make it much more feasible to obtain useful results before fault tolerance is achieved.

Technical details

Canonical key: doi-10.1103_revmodphys.95.045005

Cache status: Stale (SWR served)

Generated at: Jun 18, 2026, 1:15 PM

Artifact coverage: sparse

HF provider: ok (mixed)

PWC source used: No

LLM status: not_generated

LLM model: n/a

LLM generated: Unknown

LLM content type: n/a

HF policy: hf-relevance-v27

context only

Benchmarks: missing

Time to repro: a few days

1 risk flag

Results & Benchmarks

Freshness tier: cold

Direct + Inferred Evidence

No concrete benchmark grounding is available yet. Treat the page as context or an implementation starting point only.

In most of physics it is normal to obtain information by analysis of noisy data.

Implementation Evidence Summary

Confidence: low

unitaryfoundation/mitiq is the closest maintained adjacent implementation (Matches contextual method/domain keyword: quantum computer). It is not paper-verified; validate algorithm and evaluation setup against the paper before trusting reported metrics. Community adoption signal: 433 GitHub stars.

Reproduction Risks

Adjacent implementations are not paper-verified
Recommended repository is adjacent and not paper-verified.
Adjacent implementation match confidence is low.

Hardware Notes

Expect multi-day setup/compute for meaningful reproduction based on current guidance.

Evidence disclosure

Evidence graph: 3 refs, 3 links.

Utility signals: depth 70/100, grounding 75/100, status medium.

Implementation Status

No verified maintained repo

There is no verified maintained implementation yet. Use this baseline plan to decide whether to prototype now or defer.

No maintained paper-verified implementation was found; start with the closest related repositories below.
Compare repo methods against the paper equations/algorithm before trusting metrics.
Create a minimal baseline implementation from the paper and use adjacent repos as references.

Time to first repro: a few days

Reproduction readiness

No Repo

Time to first repro: days

Last checked: Jun 18, 2026

Hardware requirements

Expect multi-day setup/compute for meaningful reproduction based on current guidance.

No verified implementation available

· No maintained repository has been identified for this paper. Check adjacent implementations or HF artifacts below.

No benchmark numbers could be verified. You will not be able to validate reproduction correctness against published numbers.

Closest related implementations

These are not paper-verified. Use them as reference points when no direct implementation is available.

unitaryfoundation/mitiq

Adjacent

Confidence: Low

Stars: 433

Matches contextual method/domain keyword: quantum computer
btyll/GTranQEM

Adjacent

Confidence: Low

Stars: 67

Matches contextual method/domain keyword: quantum
Quantinuum/Qermit

Adjacent

Confidence: Low

Stars: 49

Matches contextual method/domain keyword: quantum

Hugging Face artifacts

No trustworthy direct or curated related Hugging Face artifacts were found yet.

Continue with targeted Hugging Face searches derived from the paper title and method context:

Models

Quantum error mitigation Quantum algorithm Quantum algorithm model

Datasets

Quantum computer dataset Quantum algorithm benchmark Quantum error mitigation dataset

Spaces

Quantum computer demo Quantum algorithm gradio Quantum error mitigation demo

Tip: start with models, then check datasets/spaces if you need evaluation data or demos.

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Research context

546

Citations

253

References

Tasks

Quantum computer, Quantum, Quantum error correction, Quantum information, Computation, Fault tolerance, Computer engineering, Computer science

Methods

Quantum algorithm, Algorithm

Domains

Physics, Work (physics), Artificial Intelligence

Evaluation & Human Feedback Data

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