Quantum common causes and quantum causal models
arXiv:1609.09487 · doi:10.1103/PhysRevX.7.031021
Abstract
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 explanation is in terms of a common cause, then the conditional probability distribution over the variables given the complete common cause should factorize. The principle is generalized by the formalism of causal models, in which the causal relationships among variables constrain the form of their joint probability distribution. In the quantum case, however, the observed correlations in Bell experiments cannot be explained in the manner Reichenbach's principle would seem to demand. Motivated by this, we introduce a quantum counterpart to the principle. We demonstrate that under the assumption that quantum dynamics is fundamentally unitary, if a quantum channel with input A and outputs B and C is compatible with A being a complete common cause of B and C, then it must factorize in a particular way. Finally, we show how to generalize our quantum version of Reichenbach's principle to a formalism for quantum causal models, and provide examples of how the formalism works.
23 pages. v2 improves exposition in a few places
References in corpus (11)
- Structure of states which satisfy strong subadditivity of quantum entropy with equality
- Beyond Bell's Theorem: Correlation Scenarios
- Introduction to the book "Quantum Theory: Informational Foundations and Foils"
- A "general boundary" formulation for quantum mechanics and quantum gravity
- Information-Theoretic Implications of Quantum Causal Structures
- Theory-independent limits on correlations from generalised Bayesian networks
- Quantum Graphical Models and Belief Propagation
- Inferring causal structure: a quantum advantage
- A unifying framework for relaxations of the causal assumptions in Bell's theorem
- Quantum Dynamics as an analog of Conditional Probability
- No-signaling, entanglement-breaking, and localizability in bipartite channels
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