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

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Abstract

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 in fundamental physics. We argue that the process matrix programme has correctly identified a notion of ‘causal order’ which plays an important role in fundamental physics, but this notion is weaker than the common-sense conception of causation because it does not involve asymmetry. We argue that causal order plays an important role in grounding more familiar causal phenomena. Then we apply these conclusions to the causal modelling programme within quantum foundations, arguing that since no-signalling quantum correlations cannot exhibit causal order, they should not be analysed using classical causal models. This resolves an open question about how to interpret fine-tuning in classical causal models of no-signalling correlations. Finally we observe that a quantum generalization of causal modelling can play a similar functional role to standard causal reasoning, but we emphasize that this functional characterisation does not entail that quantum causal models offer novel explanations of quantum processes.

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Notes

  1. More precisely, according to Oreshkov and Giarmatzi (2016) a process matrix is causal iff there exists a probability distribution over possible strict partial orders on the set of local experiments and outcomes of those experiments such that for every local experiment A, every subset X of the other local experiments, and every choice of strict partial order, the joint probability distribution over the outcomes for the experiments X and the possible strict partial orders over AX (obtained by summing over only those orders for the full process such that A does not precede any experiments in X) are independent of the settings in the experiment A.

  2. Some proponents of the process matrix formalism seem inclined to identify causation with signalling (Oreshkov & Giarmatzi, 2016), but others take a more nuanced approach—for example, Vilasini and Renner (2022) acknowledges that signalling is not a necessary condition for the presence of a causal relation, as one can imagine classical cases where two causal influences exactly cancel one another out, so there is no observable signalling effect even though there are cause-effect relations. Thus Vilasini and Renner (2022) merely uses signalling as a sign that causation is present, rather than a definition of causation.

  3. Pearl’s original derivation of the causal Markov condition also used the assumption that the structural equations are deterministic, but subsequently it has been argued that the causal Markov condition will also hold in indeterministic cases (Hausman & Woodward, 1999; Steel, 2005).

  4. Paunković and Vojinović (2020) demonstrates that the quantum SWITCH is not equivalent to the gravitational SWITCH, which implements a similar circuit but uses superpositions of different spacetime geometries to determine the two different orders; this indicates that the ordinary quantum SWITCH does not exhibit indefinite causal order in the same unambiguous way as the gravitational SWITCH. Meanwhile, the results of Vilasini and Renner (2022) show that at the purely operational level it would be possible to come up with a ‘fine-grained’ version of the quantum SWITCH process which can be assigned a well-defined causal order, so operationally speaking the SWITCH is not achieving anything that could not be achieved with a fixed causal order.

  5. Field does point out that certain interpretations of quantum mechanics seem to violate this criterion—most obviously collapse interpretations, since systems evolve differently after the collapse of the wavefunction. However we will not dwell on these cases here, as our purpose is to show that there can be a well-defined notion of causal order in fundamental physics even if it does not exhibit any directedness or asymmetries.

  6. The claim that the ‘observational scheme’ is more fundamental than the ‘interventionist scheme’ is tantamount to the idea that joint probability distributions over histories are more fundamental than conditional probabilities which predict one event in terms of previous ones; this idea has been discussed in another context by Wharton and Liu (2022).

  7. In fact, this is always the case in classical and quantum physics, though not necessarily for more generic types of dependence relations—see Appendix A.

  8. Of course, adding a direction to the causal order associated with quantum mechanical systems will only yield strong causation in the context of the description of certain sorts of highly specific quantum experiments; to move from fundamental physics to the kinds of causal laws that feature in our everyday life, like ‘Exercise prevents heart disease,’ would be an extremely complex problem requiring us to deal with various confounding factors and to settle the question of how to reduce the classical to the quantum. So for most instances of strong causation in the macroscopic world there is no straightforward way to explicitly derive the causal laws from quantum causal order; but nonetheless it is clear that we would not be able to arrive at macroscopic causal laws if it were not the case that macroscopic events exhibit some kind of causal order, and it seems reasonable to think that the causal order of the macroscopic world has its origin in the fact that certain sorts of processes in the underlying microscopic physics also exhibit causal order, even if we can’t at present perform that derivation explicitly.

  9. It should be emphasized that this claim about no-signalling processes applies only to genuinely no-signalling processes, like the Bell correlations: there is nothing anyone can do to make the Bell correlations transmit a signal, so they are simply not subject to ordering requirements. On the other hand, in cases where we have ‘no-signalling’ only because two classical causal influences cancel out, a small change in the initial conditions will turn the no-signalling process into a signalling one, and thus we would expect that these sorts of influences will still be required to stand in a well-defined order, which in turn justifies the original instinct to refer to them as ‘causal.’

  10. As shown recently in Biagio et al. (2020) quantum mechanics is time-symmetric even if we include the Born rule.

  11. Thanks to an anonymous reviewer for this suggestion.

  12. Or it may yield a subgraph of this connectivity graph, because there may turn out to be nodes which do not influence one another even though they are physically connected.

  13. On a different note, in light of the preceding discussion it is interesting to consider the symmetry properties of quantum causal structures. Quantum causal models replace causal relations with unitary transformations, and as noted in Barrett et al. (2019) ‘the causal structure of a unitary transformation is reversible in a strong sense, which goes beyond the obvious fact that unitaries are reversible transformations: if the causal structure of a unitary transformation U is represented by drawing arrows from inputs to outputs ... then the causal structure of \(U^{-1}\) is given by inverting the arrows. In case this seems obvious, note that a similar thing is not true for classical reversible functions.’ So ‘any temporal asymmetry ... in the framework of quantum causal models does not arise in the specification of the causal relations themselves’ (Barrett et al., 2019). Hence the quantum causal modelling framework in fact contains no intrinsically asymmetric ‘cause-effect relations,’ but instead instantiates exactly the notion of causal order that we have set out in this article, which may be regarded as further evidence that the physics of quantum mechanics instantiates causal order but not strong causation.

  14. See Adlam (2022b) for a discussion of a similar error that crops up in discussions of locality in the interpretation of quantum mechanics

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Acknowledgements

Thanks to Carlo Rovelli and Pascal Rodriguez Warnier for very helpful comments on a draft of this article. This publication was made possible through the support of the ID #62312 grant from the John Templeton Foundation, as part of the project ‘The Quantum Information Structure of Spacetime’ (QISS). The opinions expressed in this publication are those of the author(s) and do not necessarily reflect the views of the John Templeton Foundation.

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Appendix A: Time reversal

Appendix A: Time reversal

Our description of time reversal has been quite schematic, so let us now be more precise. In fact the technical details of how to implement an appropriate reversal operation are non-trivial, because this requires making a clean separation between the time-symmetric underlying physics and the asymmetries introduced by assumptions about the role of agents, and these features can be difficult to distinguish. Currently, it is known that at least some causal processes which occur in nature are time-reversal invariant in a sense made precise by Pienaar (2019). Given an IS description of a quantum process, Pienaar shows how to write down the corresponding OS process using symmetric informationally complete (SIC) quantum instruments, and then proves that if the directed acyclic graph G associated with the process in the IS description has a certain structure (a ‘layered’ structure) and the process matrix W associated with the IS description is unbiased (inputting the maximally-mixed-state to the process produces the maximally-mixed state as output), then the process is causally reversible, i.e. the OS process is compatible with another IS description whose graph is obtained by reversing the direction of all the arrows in G. That is to say, for at least some causal processes it is indeed the case that we can reverse the IS description to obtain an alternative IS description which corresponds to the same underlying OS process, and moreover this reversed description will still be causal.

Now, it probably is not the case that all causal processes are reversible in this way. For the procedure of simply reversing the direction of the arrows relies on the assumption that, if \(O_1\) depends on \(I_1\), then after the reversal when \(O_1\) becomes \(I_2\) and \(I_1\) becomes \(O_2\), \(O_2\) will now depends on \(I_2\)—and this is not true for all possible dependence relations. For example, suppose we have a map \(f(A, B) \rightarrow (C = A, D = A + B)\): clearly here D depends on A. But if we consider the inverse transformation, \(f(C, D) \rightarrow (A = C, B = D - C)\) we find that D and A are not connected—so D depends on A but A does not depend on D (thanks to Carlo Rovelli for this example). Thus if we are dealing with processes with dependence relations of this kind, simply reversing all the arrows may not give a correct causal order for the corresponding reversed IS description. However, it is notable that these kinds of dependence relations never occur in classical or quantum physics: within a classical or quantum description, if \(O_1\) depends on \(I_1\), then after the reversal it will always be the case that \(O_2\) depends on \(I_2\). So it seems plausible that all processes actually occuring in nature can be reversed in the way that we have described. In particular, we know that all physically possible quantum processes can be obtained from ‘pure’ processes by tracing out an ancilla system (Araújo et al., 2017b), and ‘pure’ processes are those which induce a unitary (and hence reversible) transformation from the past to the future whenever unitary transformations are also applied in the local laboratories; so all quantum processes can indeed be derived from time-reversal invariant underlying physics, and therefore it would seem reasonable to conjecture that all quantum processes should be reversible according to an appropriate formulation of operational time reversal, or at least can be extended using an ancilla to a process which is reversible in this way. This provides further evidence for the idea that fundamental physics does not contain asymmetric causal relations, so causal order is the appropriate way of describing its structure.

That said, we emphasise that our argument does not depend on the conjecture that all physically possible processes are reversible in this way. Our aim here is to address the question of whether there can be causation in fundamental physics even if it is the case that, as many physicists currently believe, fundamental physics contains no intrinsic temporal asymmetries. So the point we want to make is simply that the notion of ‘causality’ employed in the definition of ‘causal order’ and ‘causal process’ does not need an underlying asymmetry: processes may instantiate a well-defined causal order regardless of whether or not they can be reversed to yield another causally ordered process. Pienaar’s result demonstrates that at least some causal processes can indeed be reversed in this way, thus verifying that the definition of ‘causal’ does not depend in any crucial way on asymmetry.

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Adlam, E. Is there causation in fundamental physics? New insights from process matrices and quantum causal modelling. Synthese 201, 152 (2023). https://doi.org/10.1007/s11229-023-04160-z

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