Quantum error mitigation
Abstract
Domain fit: AI-adjacent · Paper appears method- or tooling-adjacent to AI workflows with partial ecosystem coverage.
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 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.
Results and benchmarks
In most of physics it is normal to obtain information by analysis of noisy data.
Benchmark evidence is limited
Evidence graph: 3 refs, 3 links.
Utility signals: depth 70/100, grounding 75/100, status medium.
Implementation
No direct implementation yet
Maintained implementation evidence is not confirmed for this paper yet.
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No verified maintained repo yet
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Time to first repro: a few days
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: 442 GitHub stars.
- Adjacent implementations are not paper-verified
- Recommended repository is adjacent and not paper-verified.
- Adjacent implementation match confidence is low.
Reproduction readiness
No repo
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Hardware requirements
- Expect multi-day setup/compute for meaningful reproduction based on current guidance.
Validation caveat
Repositories and ecosystem
Closest related implementations
These are not paper-verified. Use them as reference points when no direct implementation is available.
- unitaryfoundation/mitiq Adjacent · Confidence: Low · 442 stars
Matches contextual method/domain keyword: quantum computer
- btyll/GTranQEM Adjacent · Confidence: Low · 66 stars
Matches contextual method/domain keyword: quantum
- Quantinuum/Qermit Adjacent · Confidence: Low · 49 stars
Matches contextual method/domain keyword: quantum
No additional verified repositories beyond the primary recommendation.
Hugging Face artifacts
No trustworthy direct or curated related Hugging Face artifacts were found yet. Use targeted searches to quickly locate candidate models, datasets, and demos.
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Research context
585
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
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