Causal Models for a Quantum World

KS Ried - 2016 - uwspace.uwaterloo.ca
Quantum mechanics has achieved unparalleled success as an operational theory,
describing a wide range of experiments to remarkable accuracy. However, the physical …

[HTML][HTML] Causality in the quantum world

J Pienaar - Physics, 2017 - APS
Figure 1: In statistics, causal models can be used to extract cause-effect relationships from
empirical data on a complex system. Existing models, however, do not apply if at least one …

Is there causation in fundamental physics? New insights from process matrices and quantum causal modelling

E Adlam - Synthese, 2023 - Springer
In this article we set out to understand the significance of the process matrix formalism and
the quantum causal modelling programme for ongoing disputes about the role of causation …

Quantifying quantum causal influences

L Hutter, R Chaves, RV Nery, G Moreno, DJ Brod - Physical Review A, 2023 - APS
Causal influences are at the core of any empirical science, the reason why its quantification
is of paramount relevance for the mathematical theory of causality and applications …

[PDF][PDF] Kolmogorov extension theorem for (quantum) causal modelling and general probabilistic theories

S Milz, F Sakuldee, FA Pollock, K Modi - Quantum, 2020 - quantum-journal.org
In classical physics, the Kolmogorov extension theorem lays the foundation for the theory of
stochastic processes. It has been known for a long time that, in its original form, this theorem …

Quantum causal models: the merits of the spirit of Reichenbach's principle for understanding quantum causal structure

R Lorenz - Synthese, 2022 - Springer
Through the introduction of his 'common cause principle'[The Direction of Time, 1956], Hans
Reichenbach was the first to formulate a precise link relating causal claims to statements of …

Quantum causal models

J Barrett, R Lorenz, O Oreshkov - arXiv preprint arXiv:1906.10726, 2019 - arxiv.org
It is known that the classical framework of causal models is not general enough to allow for
causal reasoning about quantum systems. While the framework has been generalized in a …

Quantum common causes and quantum causal models

JMA Allen, J Barrett, DC Horsman, CM Lee… - Physical Review X, 2017 - APS
Reichenbach's principle asserts that if two observed variables are found to be correlated,
then there should be a causal explanation of these correlations. Furthermore, if the …

Identification of causal influences in quantum processes

I Friend, A Kissinger - arXiv preprint arXiv:2311.08882, 2023 - arxiv.org
Though the topic of causal inference is typically considered in the context of classical
statistical models, recent years have seen great interest in extending causal inference …

A semantics for counterfactuals in quantum causal models

AK Suresh, M Frembs, EG Cavalcanti - arXiv preprint arXiv:2302.11783, 2023 - arxiv.org
We introduce a formalism for the evaluation of counterfactual queries in the framework of
quantum causal models, by generalising the three-step procedure of abduction, action, and …