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量子贝叶斯规则和佩茨从最小变化原则转换地图
Ge Bai1,2, Francesco Buscemi3, Valerio Scarani1,4
1National University of Singapore, Centre for Quantum Technologies, 3 Science Drive 2, Singapore 117543.
Physical review letters
|September 15, 2025
概括
我们引入了一个量子贝叶斯规则,该规则是从最小变化原理衍生出来的. 这个量子规则使用新的证据更新信念,同时最小限度地改变先前的量子信息,类似于经典的贝叶斯规则.
科学领域:
- 量子信息理论 量子信息理论
- 概率的基础 概率的基础
背景情况:
- 贝叶斯规则更新信念的新证据,来自最小变化原则.
- 经典贝叶斯法则将联合输入-输出分布及其边际值之间的变化最小化.
研究的目的:
- 介绍最小变化原理的量子模拟.
- 通过最小化量子输入-输出过程之间的变化,推导出量子贝叶斯规则.
主要方法:
- 制定了一个量子最小变化原理.
- 最小化了量子输入-输出过程之间的变化,而不仅仅是它们的边际值.
- 为独特的解决方案提供最大限度的真实性.
主要成果:
- 根据量子最小变化原理推导出一个量子贝叶斯规则.
- 量子贝叶斯规则在保真度最大化下恢复了佩茨转位图.
结论:
- 量子最小变化原理为量子概率更新提供了一个新的基础.
- 这项工作建立了经典贝叶斯推理的量子类比,在量子信息处理中具有潜在的应用.
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