Quantum Bayes' rule and Petz transpose map from the minimal change principle

G Bai, F Buscemi, V Scarani - arXiv preprint arXiv:2410.00319, 2024 - arxiv.org
Bayes' rule, which is routinely used to update beliefs based on new evidence, arises from a
principle of minimal change. This principle states that updated beliefs must be consistent …

Lower and upper conditioning in quantum Bayesian theory

B Jacobs - arXiv preprint arXiv:1810.02438, 2018 - arxiv.org
Updating a probability distribution in the light of new evidence is a very basic operation in
Bayesian probability theory. It is also known as state revision or simply as conditioning. This …

Bayesian retrodiction of quantum supermaps

G Bai - arXiv preprint arXiv:2408.07885, 2024 - arxiv.org
The Petz map has been established as a quantum version of the Bayes' rule. It unifies the
conceptual belief update rule of a quantum state observed after a forward quantum process …

Bayesian updating and information gain in quantum measurements

L Henderson - … of Quantum Information and Entanglement (eds A …, 2010 - books.google.com
In many situations, learning from the results of measurements can be regarded as updating
one's probability distributions over certain variables. According to Bayesians, this updating …

General Bayesian theories and the emergence of the exclusivity principle

G Chiribella, A Cabello, M Kleinmann, MP Müller - Physical Review Research, 2020 - APS
We address the problem of reconstructing quantum theory from the perspective of an agent
who makes bets about the outcomes of possible experiments. We build a general Bayesian …

Bayesian conditioning, the reflection principle, and quantum decoherence

CA Fuchs, R Schack - Probability in physics, 2011 - Springer
The probabilities a Bayesian agent assigns to a set of events typically change with time, for
instance when the agent updates them in the light of new data. In this paper we address the …

Comparison of quantum and bayesian inference models

JR Busemeyer, J Trueblood - … , QI 2009, Saarbrücken, Germany, March 25 …, 2009 - Springer
The mathematical principles of quantum theory provide a general foundation for assigning
probabilities to events. This paper examines the application of these principles to the …

Quantum probability updating from zero priors (by-passing Cromwell's rule)

I Basieva, E Pothos, J Trueblood, A Khrennikov… - Journal of mathematical …, 2017 - Elsevier
Cromwell's rule (also known as the zero priors paradox) refers to the constraint of classical
probability theory that if one assigns a prior probability of 0 or 1 to a hypothesis, then the …

A Bayesian approach to compatibility, improvement, and pooling of quantum states

MS Leifer, RW Spekkens - Journal of Physics A: Mathematical …, 2014 - iopscience.iop.org
In approaches to quantum theory in which the quantum state is regarded as a representation
of knowledge, information, or belief, two agents can assign different states to the same …

Generalized conditional expectations for quantum retrodiction and smoothing

M Tsang - Physical Review A, 2022 - APS
The inference of a hidden variable's historical value, based on observations before and after
the fact, is a controversial subject in quantum mechanics. Here I address the controversy by …