# Experimental randomness amplification

Article · Anatoly Kulikov, Simon Storz, Josua Schär, Martin Sandfuchs, Ramona Wolf, Florence Berterottière, Christoph Hellings, Andreas J. Wallraff, Renato Renner

- Archive id: doi:10.1038/s41586-026-10521-8
- Published: 2026-05-27
- Venue: Nature
- DOI: https://doi.org/10.1038/s41586-026-10521-8
- PMID: 42203932
- Citations: 4
- Source URL: https://doi.org/10.1038/s41586-026-10521-8
- Provenance: openalex

## Abstract

Abstract Realistic quantum information processing devices are inherently imperfect, leading to computational errors that require quantum error correction. Likewise, random bits generated by such devices are flawed and must be enhanced to be usable for applications such as generating cryptographic keys. This enhancement of randomness quality is achieved through a protocol known as randomness amplification 1 . Here we report on an experiment that implements such a protocol. Randomness amplification is device-independent, making no assumptions about the internal workings of the quantum devices. It requires executing a loophole-free Bell test 2–4 within a specific parameter regime that involves both a high Bell violation and a high repetition rate. The experimental demonstration is made possible by a combination of theoretical advances, which allow for protocols with an experimentally realistic parameter regime, and experimental progress that achieves this regime with superconducting circuits. Crucially, randomness amplification has been proven to be impossible by purely classical means 5 . This experiment therefore demonstrates a definitive quantum advantage—leveraging quantum technology to accomplish a task unattainable by classical information processing.

_Abstract reproduced under CC-BY (publisher license, via OpenAlex)._

Topics: [Quantum Foundations](https://space-kitty.com/topics/quantum-foundations)

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