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title: Entanglement-enhanced learning of quantum processes at scale
description: A research paper introducing error-mitigated entanglement-enhanced learning for characterizing quantum noise processes at scale. The authors demonstrate that...
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# Entanglement-enhanced learning of quantum processes at scale

**[Nature](https://daily.dev/sources/nature)** · 3 min read · 0 upvotes · 0 comments

## Summary

A research paper introducing error-mitigated entanglement-enhanced learning for characterizing quantum noise processes at scale. The authors demonstrate that noisy quantum memory can still provide a learning advantage over entanglement-free approaches, with an experimental overhead of 1.33 ± 0.05 per qubit — below the no-entanglement lower bound of 2. Experiments were conducted on a superconducting processor using up to 64 qubits for hypothesis testing and up to 16 qubits for learning intrinsic noise in parallel-gate layers.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://www.nature.com/articles/s41467-026-75553-0>

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Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#quantum-computing](https://daily.dev/tags/quantum-computing)

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