Quantum nonlocality

In the 1935 EPR paper,[7] Albert Einstein, Boris Podolsky and Nathan Rosen described "two spatially separated particles which have both perfectly correlated positions and momenta"[8] as a direct consequence of quantum theory. They intended to use the classical principle of locality to challenge the idea that the quantum wavefunction was a complete description of reality, but instead they sparked a debate on the nature of reality.[9] Afterwards, Einstein presented a variant of these ideas in a letter to Erwin Schrödinger,[10] which is the version that is presented here. The state and notation used here are more modern, and akin to David Bohm's take on EPR.[11] The quantum state of the two particles prior to measurement can be written as

$${\displaystyle \left|\psi _{AB}\right\rangle ={\frac {1}{\sqrt {2}}}\left(\left|0\right\rangle _{A}\left|1\right\rangle _{B}-\left|1\right\rangle _{A}\left|0\right\rangle _{B}\right)={\frac {1}{\sqrt {2}}}\left(\left|-\right\rangle _{A}\left|+\right\rangle _{B}-\left|+\right\rangle _{A}\left|-\right\rangle _{B}\right)}$$

where ${\textstyle \left|\pm \right\rangle ={\frac {1}{\sqrt {2}}}\left(\left|0\right\rangle \pm \left|1\right\rangle \right)}$.[12]

Here, subscripts “A” and “B” distinguish the two particles, though it is more convenient and usual to refer to these particles as being in the possession of two experimentalists called Alice and Bob. The rules of quantum theory give predictions for the outcomes of measurements performed by the experimentalists. Alice, for example, will measure her particle to be spin-up in an average of fifty percent of measurements. However, according to the Copenhagen interpretation, Alice's measurement causes the state of the two particles to collapse, so that if Alice performs a measurement of spin in the z-direction, that is with respect to the basis ${\displaystyle \{\left|0\right\rangle _{A},\left|1\right\rangle _{A}\}}$, then Bob's system will be left in one of the states ${\displaystyle \{\left|0\right\rangle _{B},\left|1\right\rangle _{B}\}}$. Likewise, if Alice performs a measurement of spin in the x-direction, that is, with respect to the basis ${\displaystyle \{\left|+\right\rangle _{A},\left|-\right\rangle _{A}\}}$, then Bob's system will be left in one of the states ${\displaystyle \{\left|+\right\rangle _{B},\left|-\right\rangle _{B}\}}$. Schrödinger referred to this phenomenon as "steering".[13] This steering occurs in such a way that no signal can be sent by performing such a state update; quantum nonlocality cannot be used to send messages instantaneously and is therefore not in direct conflict with causality concerns in special relativity.[12]

In the Copenhagen view of this experiment, Alice's measurement—and particularly her measurement choice—has a direct effect on Bob's state. However, under the assumption of locality, actions on Alice's system do not affect the "true", or "ontic" state of Bob's system. We see that the ontic state of Bob's system must be compatible with one of the quantum states ${\displaystyle \left|\uparrow \right\rangle _{B}}$ or ${\displaystyle \left|\downarrow \right\rangle _{B}}$, since Alice can make a measurement that concludes with one of those states being the quantum description of his system. At the same time, it must also be compatible with one of the quantum states ${\displaystyle \left|\leftarrow \right\rangle _{B}}$ or ${\displaystyle \left|\rightarrow \right\rangle _{B}}$ for the same reason. Therefore, the ontic state of Bob's system must be compatible with at least two quantum states; the quantum state is therefore not a complete descriptor of his system. Einstein, Podolsky and Rosen saw this as evidence of the incompleteness of the Copenhagen interpretation of quantum theory, since the wavefunction is explicitly not a complete description of a quantum system under this assumption of locality. Their paper concludes:[7]

While we have thus shown that the wave function does not provide a complete description of the physical reality, we left open the question of whether or not such a description exists. We believe, however, that such a theory is possible.

Although various authors (most notably Niels Bohr) criticised the ambiguous terminology of the EPR paper,[14][15] the thought experiment nevertheless generated a great deal of interest. Their notion of a "complete description" was later formalised by the suggestion of hidden variables that determine the statistics of measurement results, but to which an observer does not have access.[16] Bohmian mechanics provides such a completion of quantum mechanics, with the introduction of hidden variables; however the theory is explicitly nonlocal.[17] The interpretation therefore does not give an answer to Einstein's question, which was whether or not a complete description of quantum mechanics could be given in terms of local hidden variables in keeping with the "Principle of Local Action".[18]

In 1964 John Bell answered Einstein's question by showing that such local hidden variables can never reproduce the full range of statistical outcomes predicted by quantum theory.[19] Bell showed that a local hidden variable hypothesis leads to restrictions on the strength of correlations of measurement results. If the Bell inequalities are violated experimentally as predicted by quantum mechanics, then reality cannot be described by local hidden variables and the mystery of quantum nonlocal causation remains. However, Bell notes that the non-local hidden variable model of Bohm are different:[19]

This [grossly nonlocal structure] is characteristic ... of any such theory which reproduces exactly the quantum mechanical predictions.

Clauser, Horne, Shimony and Holt (CHSH) reformulated these inequalities in a manner that was more conducive to experimental testing (see CHSH inequality).[20]

In the scenario proposed by Bell (a Bell scenario), two experimentalists, Alice and Bob, conduct experiments in separate labs. At each run, Alice (Bob) conducts an experiment ${\displaystyle x}$ ${\displaystyle (y)}$ in her (his) lab, obtaining outcome ${\displaystyle a}$ ${\displaystyle (b)}$. If Alice and Bob repeat their experiments several times, then they can estimate the probabilities ${\displaystyle P(a,b|x,y)}$, namely, the probability that Alice and Bob respectively observe the results ${\displaystyle a,b}$ when they respectively conduct the experiments x,y. In the following, each such set of probabilities ${\displaystyle \{P(a,b|x,y):a,b,x,y\}}$ will be denoted by just ${\displaystyle P(a,b|x,y)}$. In the quantum nonlocality slang, ${\displaystyle P(a,b|x,y)}$ is termed a box.[21]

Bell formalized the idea of a hidden variable by introducing the parameter ${\displaystyle \lambda }$ to locally characterize measurement results on each system:[19] "It is a matter of indifference ... whether λ denotes a single variable or a set ... and whether the variables are discrete or continuous". However, it is equivalent (and more intuitive) to think of ${\displaystyle \lambda }$ as a local "strategy" or "message" that occurs with some probability ${\displaystyle \rho (\lambda )}$ when Alice and Bob reboot their experimental setup. Bell's assumption of local causality then stipulates that each local strategy defines the distributions of independent outcomes if Alice conducts experiment x and Bob conducts experiment ${\displaystyle y}$:

$${\displaystyle P(a,b|x,y,\lambda _{A},\lambda _{B})=P_{A}(a|x,\lambda _{A})P_{B}(b|y,\lambda _{B})}$$

Here ${\displaystyle P_{A}(a|x,\lambda _{A})}$ (${\displaystyle P_{B}(b|y,\lambda _{B})}$) denotes the probability that Alice (Bob) obtains the result ${\displaystyle a}$ ${\displaystyle (b)}$ when she (he) conducts experiment ${\displaystyle x}$ ${\displaystyle (y)}$ and the local variable describing her (his) experiment has value ${\displaystyle \lambda _{A}}$ (${\displaystyle \lambda _{B}}$).

Suppose that ${\displaystyle \lambda _{A},\lambda _{B}}$ can take values from some set ${\displaystyle \Lambda }$. If each pair of values ${\displaystyle \lambda _{A},\lambda _{B}\in \Lambda }$ has an associated probability ${\displaystyle \rho (\lambda _{A},\lambda _{B})}$ of being selected (shared randomness is allowed, i.e., ${\displaystyle \lambda _{A},\lambda _{B}}$ can be correlated), then one can average over this distribution to obtain a formula for the joint probability of each measurement result:

$${\displaystyle P(a,b|x,y)=\sum _{\lambda _{A},\lambda _{B}\in \Lambda }\rho (\lambda _{A},\lambda _{B})P_{A}(a|x,\lambda _{A})P_{B}(b|y,\lambda _{B})}$$

A box admitting such a decomposition is called a Bell local or a classical box. Fixing the number of possible values which ${\displaystyle a,b,x,y}$ can each take, one can represent each box ${\displaystyle P(a,b|x,y)}$ as a finite vector with entries ${\displaystyle \left(P(a,b|x,y)\right)_{a,b,x,y}}$. In that representation, the set of all classical boxes forms a convex polytope. In the Bell scenario studied by CHSH, where ${\displaystyle a,b,x,y}$ can take values within ${\displaystyle {0,1}}$, any Bell local box ${\displaystyle P(a,b|x,y)}$ must satisfy the CHSH inequality:

$${\displaystyle S_{\rm {CHSH}}\equiv E(0,0)+E(1,0)+E(0,1)-E(1,1)\leq 2,}$$

where

$${\displaystyle E(x,y)\equiv \sum _{a,b=0,1}(-1)^{a+b}P(a,b|x,y).}$$

The above considerations apply to model a quantum experiment. Consider two parties conducting local polarization measurements on a bipartite photonic state. The measurement result for the polarization of a photon can take one of two values (informally, whether the photon is polarized in that direction, or in the orthogonal direction). If each party is allowed to choose between just two different polarization directions, the experiment fits within the CHSH scenario. As noted by CHSH, there exist a quantum state and polarization directions which generate a box ${\displaystyle P(a,b|x,y)}$ with ${\displaystyle S_{\rm {CHSH}}}$ equal to ${\displaystyle 2{\sqrt {2}}\approx 2.828}$. This demonstrates an explicit way in which a theory with ontological states that are local, with local measurements and only local actions cannot match the probabilistic predictions of quantum theory, disproving Einstein's hypothesis. Experimentalists such as Alain Aspect have verified the quantum violation of the CHSH inequality [1] as well as other formulations of Bell's inequality, to invalidate the local hidden variables hypothesis and confirm that reality is indeed nonlocal in the EPR sense.

Mathematically, a box ${\displaystyle P(a,b|x,y)}$ admits a quantum realization if and only if there exists a pair of Hilbert spaces ${\displaystyle H_{A},H_{B}}$, a normalized vector ${\displaystyle \left|\psi \right\rangle \in H_{A}\otimes H_{B}}$ and projection operators ${\displaystyle E_{a}^{x}:H_{A}\to H_{A},F_{b}^{y}:H_{B}\to H_{B}}$ such that

1. For all ${\displaystyle x,y}$, the sets ${\displaystyle \{E_{a}^{x}\}_{a},\{F_{b}^{y}\}_{b}}$ represent complete measurements. Namely, ${\displaystyle \sum _{a}E_{a}^{x}={\mathbb {I} }_{A},\sum _{b}F_{b}^{y}={\mathbb {I} }_{B}}$.
2. ${\displaystyle P(a,b|x,y)=\left\langle \psi \right|E_{a}^{x}\otimes F_{b}^{y}\left|\psi \right\rangle }$, for all ${\displaystyle a,b,x,y}$.

In the following, the set of such boxes will be called ${\displaystyle Q}$. Contrary to the classical set of correlations, when viewed in probability space, ${\displaystyle Q}$ is not a polytope. On the contrary, it contains both straight and curved boundaries.[39] In addition, ${\displaystyle Q}$ is not closed:[40] this means that there exist boxes ${\displaystyle P(a,b|x,y)}$ which can be arbitrarily well approximated by quantum systems but are themselves not quantum.

In the above definition, the space-like separation of the two parties conducting the Bell experiment was modeled by imposing that their associated operator algebras act on different factors ${\displaystyle H_{A},H_{B}}$ of the overall Hilbert space ${\displaystyle H=H_{A}\otimes H_{B}}$ describing the experiment. Alternatively, one could model space-like separation by imposing that these two algebras commute. This leads to a different definition:

${\displaystyle P(a,b|x,y)}$ admits a field quantum realization if and only if there exists a Hilbert space ${\displaystyle H}$, a normalized vector ${\displaystyle \left|\psi \right\rangle \in H}$ and projection operators ${\displaystyle E_{a}^{x}:H\to H,F_{b}^{y}:H\to H}$ such that

1. For all ${\displaystyle x,y}$, the sets ${\displaystyle \{E_{a}^{x}\}_{a},\{F_{b}^{y}\}_{b}}$ represent complete measurements. Namely, ${\displaystyle \sum _{a}E_{a}^{x}={\mathbb {I} },\sum _{b}F_{b}^{y}={\mathbb {I} }}$.
2. ${\displaystyle P(a,b|x,y)=\left\langle \psi \right|E_{a}^{x}F_{b}^{y}\left|\psi \right\rangle }$, for all ${\displaystyle a,b,x,y}$.
3. ${\displaystyle [E_{a}^{x},F_{b}^{y}]=0}$, for all ${\displaystyle a,b,x,y}$.

Call ${\displaystyle Q_{c}}$ the set of all such correlations ${\displaystyle P(a,b|x,y)}$.

How does this new set relate to the more conventional ${\displaystyle Q}$ defined above? It can be proven that ${\displaystyle Q_{c}}$ is closed. Moreover, ${\displaystyle {\bar {Q}}\subseteq Q_{c}}$, where ${\displaystyle {\bar {Q}}}$ denotes the closure of ${\displaystyle Q}$. Tsirelson's problem[41] consists in deciding whether the inclusion relation ${\displaystyle {\bar {Q}}\subseteq Q_{c}}$ is strict, i.e., whether or not ${\displaystyle {\bar {Q}}=Q_{c}}$. This problem only appears in infinite dimensions: when the Hilbert space ${\displaystyle H}$ in the definition of ${\displaystyle Q_{c}}$ is constrained to be finite-dimensional, the closure of the corresponding set equals ${\displaystyle {\bar {Q}}}$.[41]

In January 2020, Ji, Natarajan, Vidick, Wright, and Yuen claimed a result in quantum complexity theory[42] that would imply that ${\displaystyle {\bar {Q}}\neq Q_{c}}$, thus solving Tsirelson's problem.[43][44][45][46][47][48][49]

Tsirelson's problem can be shown equivalent to Connes embedding problem,[50][51][52] a famous conjecture in the theory of operator algebras.

Since the dimensions of ${\displaystyle H_{A}}$ and ${\displaystyle H_{B}}$ are, in principle, unbounded, determining whether a given box ${\displaystyle P(a,b|x,y)}$ admits a quantum realization is a complicated problem. In fact, the dual problem of establishing whether a quantum box can have a perfect score at a non-local game is known to be undecidable.[40] Moreover, the problem of deciding whether ${\displaystyle P(a,b|x,y)}$ can be approximated by a quantum system with precision ${\displaystyle 1/\operatorname {poly} (|X||Y|)}$ is NP-hard.[53] Characterizing quantum boxes is equivalent to characterizing the cone of completely positive semidefinite matrices under a set of linear constraints.[54]

For small fixed dimensions ${\displaystyle d_{A},d_{B}}$, one can explore, using variational methods, whether ${\displaystyle P(a,b|x,y)}$ can be realized in a bipartite quantum system ${\displaystyle H_{A}\otimes H_{B}}$, with ${\displaystyle \dim(H_{A})=d_{A}}$, ${\displaystyle \dim(H_{B})=d_{B}}$. That method, however, can just be used to prove the realizability of ${\displaystyle P(a,b|x,y)}$, and not its unrealizability with quantum systems.

To prove unrealizability, the most known method is the Navascués–Pironio–Acín (NPA) hierarchy.[55] This is an infinite decreasing sequence of sets of correlations ${\displaystyle Q^{1}\supset Q^{2}\supset Q^{3}\supset ...}$ with the properties:

1. If ${\displaystyle P(a,b|x,y)\in Q_{c}}$, then ${\displaystyle P(a,b|x,y)\in Q^{k}}$ for all ${\displaystyle k}$.
2. If ${\displaystyle P(a,b|x,y)\not \in Q_{c}}$, then there exists ${\displaystyle k}$ such that ${\displaystyle P(a,b|x,y)\not \in Q^{k}}$.
3. For any ${\displaystyle k}$, deciding whether ${\displaystyle P(a,b|x,y)\in Q^{k}}$ can be cast as a semidefinite program.

The NPA hierarchy thus provides a computational characterization, not of ${\displaystyle Q}$, but of ${\displaystyle Q_{c}}$. If Tsirelson's problem is solved in the affirmative, namely, ${\displaystyle {\bar {Q}}=Q_{c}}$, then the above two methods would provide a practical characterization of ${\displaystyle {\bar {Q}}}$. If, on the contrary, ${\displaystyle {\bar {Q}}\not =Q_{c}}$, then a new method to detect the non-realizability of the correlations in ${\displaystyle Q_{c}-{\bar {Q}}}$ is needed.

The works listed above describe what the quantum set of correlations looks like, but they do not explain why. Are quantum correlations unavoidable, even in post-quantum physical theories, or on the contrary, could there exist correlations outside ${\displaystyle {\bar {Q}}}$ which nonetheless do not lead to any unphysical operational behavior?

In their seminal 1994 paper, Popescu and Rohrlich explore whether quantum correlations can be explained by appealing to relativistic causality alone.[56] Namely, whether any hypothetical box ${\displaystyle P(a,b|x,y)\not \in {\bar {Q}}}$ would allow building a device capable of transmitting information faster than the speed of light. At the level of correlations between two parties, Einstein's causality translates in the requirement that Alice's measurement choice should not affect Bob's statistics, and vice versa. Otherwise, Alice (Bob) could signal Bob (Alice) instantaneously by choosing her (his) measurement setting ${\displaystyle x}$ ${\displaystyle (y)}$ appropriately. Mathematically, Popescu and Rohrlich's no-signalling conditions are:

$${\displaystyle \sum _{a}P(a,b|x,y)=\sum _{a}P(a,b|x^{\prime },y)=:P_{B}(b|y),}$$

$${\displaystyle \sum _{b}P(a,b|x,y)=\sum _{b}P(a,b|x,y^{\prime })=:P_{A}(a|x).}$$

Like the set of classical boxes, when represented in probability space, the set of no-signalling boxes forms a polytope. Popescu and Rohrlich identified a box ${\displaystyle P(a,b|x,y)}$ that, while complying with the no-signalling conditions, violates Tsirelson's bound, and is thus unrealizable in quantum physics. Dubbed the PR-box, it can be written as:

$${\displaystyle P(a,b|x,y)={\frac {1}{2}}\delta _{xy,a\oplus b}.}$$

Here ${\displaystyle a,b,x,y}$ take values in ${\displaystyle {0,1}}$, and ${\displaystyle a\oplus b}$ denotes the sum modulo two. It can be verified that the CHSH value of this box is 4 (as opposed to the Tsirelson bound of ${\displaystyle 2{\sqrt {2}}\approx 2.828}$). This box had been identified earlier, by Rastall[57] and Khalfin and Tsirelson.[58]

In view of this mismatch, Popescu and Rohrlich pose the problem of identifying a physical principle, stronger than the no-signalling conditions, that allows deriving the set of quantum correlations. Several proposals followed:

1. Non-trivial communication complexity (NTCC).[59] This principle stipulates that nonlocal correlations should not be so strong as to allow two parties to solve all 1-way communication problems with some probability ${\displaystyle p>1/2}$ using just one bit of communication. It can be proven that any box violating Tsirelson's bound by more than ${\displaystyle 2{\sqrt {2}}\left({\frac {2}{\sqrt {3}}}-1\right)\approx 0.4377}$ is incompatible with NTCC.
2. No Advantage for Nonlocal Computation (NANLC).[60] The following scenario is considered: given a function ${\displaystyle f_{0,1}^{n}\to 1}$, two parties are distributed the strings of ${\displaystyle n}$ bits ${\displaystyle x,y}$ and asked to output the bits ${\displaystyle a,b}$ so that ${\displaystyle a\oplus b}$ is a good guess for ${\displaystyle f(x\oplus y)}$. The principle of NANLC states that non-local boxes should not give the two parties any advantage to play this game. It is proven that any box violating Tsirelson's bound would provide such an advantage.
3. Information Causality (IC).[61] The starting point is a bipartite communication scenario where one of the parts (Alice) is handed a random string ${\displaystyle x}$ of ${\displaystyle n}$ bits. The second part, Bob, receives a random number ${\displaystyle k\in \{1,...,n\}}$. Their goal is to transmit Bob the bit ${\displaystyle x_{k}}$, for which purpose Alice is allowed to transmit Bob ${\displaystyle s}$ bits. The principle of IC states that the sum over ${\displaystyle k}$ of the mutual information between Alice's bit and Bob's guess cannot exceed the number ${\displaystyle s}$ of bits transmitted by Alice. It is shown that any box violating Tsirelson's bound would allow two parties to violate IC.
4. Macroscopic Locality (ML).[62] In the considered setup, two separate parties conduct extensive low-resolution measurements over a large number of independently prepared pairs of correlated particles. ML states that any such “macroscopic” experiment must admit a local hidden variable model. It is proven that any microscopic experiment capable of violating Tsirelson's bound would also violate standard Bell nonlocality when brought to the macroscopic scale. Besides Tsirelson's bound, the principle of ML fully recovers the set of all two-point quantum correlators.
5. Local Orthogonality (LO).[63] This principle applies to multipartite Bell scenarios, where ${\displaystyle n}$ parties respectively conduct experiments ${\displaystyle x_{1},...,x_{n}}$ in their local labs. They respectively obtain the outcomes ${\displaystyle a_{1},...,a_{n}}$. The pair of vectors ${\displaystyle ({\bar {a}}|{\bar {x}})}$ is called an event. Two events ${\displaystyle ({\bar {a}}|{\bar {x}})}$, ${\displaystyle ({\bar {a}}^{\prime }|{\bar {x}}^{\prime })}$ are said to be locally orthogonal if there exists ${\displaystyle k}$ such that ${\displaystyle x_{k}=x_{k}^{\prime }}$ and ${\displaystyle a_{k}\not =a_{k}^{\prime }}$. The principle of LO states that, for any multipartite box, the sum of the probabilities of any set of pair-wise locally orthogonal events cannot exceed 1. It is proven that any bipartite box violating Tsirelson's bound by an amount of ${\displaystyle 0.052}$ violates LO.

All these principles can be experimentally falsified under the assumption that we can decide if two or more events are space-like separated. This sets this research program aside from the axiomatic reconstruction of quantum mechanics via Generalized Probabilistic Theories.

The works above rely on the implicit assumption that any physical set of correlations must be closed under wirings.[64] This means that any effective box built by combining the inputs and outputs of a number of boxes within the considered set must also belong to the set. Closure under wirings does not seem to enforce any limit on the maximum value of CHSH. However, it is not a void principle: on the contrary, in [64] it is shown that many simple, intuitive families of sets of correlations in probability space happen to violate it.

Originally, it was unknown whether any of these principles (or a subset thereof) was strong enough to derive all the constraints defining ${\displaystyle {\bar {Q}}}$. This state of affairs continued for some years until the construction of the almost quantum set ${\displaystyle {\tilde {Q}}}$.[65] ${\displaystyle {\tilde {Q}}}$ is a set of correlations that is closed under wirings and can be characterized via semidefinite programming. It contains all correlations in ${\displaystyle Q_{c}\supset {\bar {Q}}}$, but also some non-quantum boxes ${\displaystyle P(a,b|x,y)\not \in Q_{c}}$. Remarkably, all boxes within the almost quantum set are shown to be compatible with the principles of NTCC, NANLC, ML and LO. There is also numerical evidence that almost-quantum boxes also comply with IC. It seems, therefore, that, even when the above principles are taken together, they do not suffice to single out the quantum set in the simplest Bell scenario of two parties, two inputs and two outputs.[65]

The first device-independent protocol proposed was device-independent quantum key distribution (QKD).[66] In this primitive, two distant parties, Alice and Bob, are distributed an entangled quantum state, that they probe, thus obtaining the statistics ${\displaystyle P(a,b|x,y)}$. Based on how non-local the box ${\displaystyle P(a,b|x,y)}$ happens to be, Alice and Bob estimate how much knowledge an external quantum adversary Eve (the eavesdropper) could possess on the value of Alice and Bob's outputs. This estimation allows them to devise a reconciliation protocol at the end of which Alice and Bob share a perfectly correlated one-time pad of which Eve has no information whatsoever. The one-time pad can then be used to transmit a secret message through a public channel. Although the first security analyses on device-independent QKD relied on Eve carrying out a specific family of attacks,[67] all such protocols have been recently proven unconditionally secure.[68]

Nonlocality can be used to certify that the outcomes of one of the parties in a Bell experiment are partially unknown to an external adversary. By feeding a partially random seed to several non-local boxes, and, after processing the outputs, one can end up with a longer (potentially unbounded) string of comparable randomness[69] or with a shorter but more random string.[70] This last primitive can be proven impossible in a classical setting.[71]

Device-independent (DI) randomness certification, expansion, and amplification are techniques used to generate high-quality random numbers that are secure against any potential attacks on the underlying devices used to generate random numbers. These techniques have critical applications in cryptography, where high-quality random numbers are essential for ensuring the security of cryptographic protocols. Randomness certification is the process of verifying that the output of a random number generator is truly random and has not been tampered with by an adversary. DI randomness certification does this verification without making assumptions about the underlying devices that generate random numbers. Instead, randomness is certified by observing correlations between the outputs of different devices that are generated using the same physical process. Recent research has demonstrated the feasibility of DI randomness certification using entangled quantum systems, such as photons or electrons. Randomness expansion is taking a small amount of initial random seed and expanding it into a much larger sequence of random numbers. In DI randomness expansion, the expansion is done using measurements of quantum systems that are prepared in a highly entangled state. The security of the expansion is guaranteed by the laws of quantum mechanics, which make it impossible for an adversary to predict the expansion output. Recent research has shown that DI randomness expansion can be achieved using entangled photon pairs and measurement devices that violate a Bell inequality.[72] Randomness amplification is the process of taking a small amount of initial random seed and increasing its randomness by using a cryptographic algorithm. In DI randomness amplification, this process is done using entanglement properties and quantum mechanics. The security of the amplification is guaranteed by the fact that any attempt by an adversary to manipulate the algorithm's output will inevitably introduce errors that can be detected and corrected. Recent research has demonstrated the feasibility of DI randomness amplification using quantum entanglement and the violation of a Bell inequality.[73]

DI randomness certification, expansion, and amplification are powerful techniques for generating high-quality random numbers that are secure against any potential attacks on the underlying devices used to generate random numbers. These techniques have critical applications in cryptography and are likely to become increasingly crucial as quantum computing technology advances. In addition, a milder approach called semi-DI exists where random numbers can be generated with some assumptions on the working principle of the devices, environment, dimension, energy, etc., in which it benefits from ease-of-implementation and high generation rate.[74]

Sometimes, the box ${\displaystyle P(a,b|x,y)}$ shared by Alice and Bob is such that it only admits a unique quantum realization. This means that there exist measurement operators ${\displaystyle E_{a}^{x},F_{b}^{y}}$ and a quantum state ${\displaystyle \left|\psi \right\rangle }$ giving rise to ${\displaystyle P(a,b|x,y)}$ such that any other physical realization ${\displaystyle {\tilde {E}}_{a}^{x},{\tilde {F}}_{b}^{y},\left|{\tilde {\psi }}\right\rangle }$ of ${\displaystyle P(a,b|x,y)}$ is connected to ${\displaystyle E_{a}^{x},F_{b}^{y},\left|\psi \right\rangle }$ via local unitary transformations. This phenomenon, that can be interpreted as an instance of device-independent quantum tomography, was first pointed out by Tsirelson[39] and named self-testing by Mayers and Yao.[66] Self-testing is known to be robust against systematic noise, i.e., if the experimentally measured statistics are close enough to ${\displaystyle P(a,b|x,y)}$, one can still determine the underlying state and measurement operators up to error bars.[66]

The degree of non-locality of a quantum box ${\displaystyle P(a,b|x,y)}$ can also provide lower bounds on the Hilbert space dimension of the local systems accessible to Alice and Bob.[75] This problem is equivalent to deciding the existence of a matrix with low completely positive semidefinite rank.[76] Finding lower bounds on the Hilbert space dimension based on statistics happens to be a hard task, and current general methods only provide very low estimates.[77] However, a Bell scenario with five inputs and three outputs suffices to provide arbitrarily high lower bounds on the underlying Hilbert space dimension.[78] Quantum communication protocols which assume a knowledge of the local dimension of Alice and Bob's systems, but otherwise do not make claims on the mathematical description of the preparation and measuring devices involved are termed semi-device independent protocols. Currently, there exist semi-device independent protocols for quantum key distribution [79] and randomness expansion.[80]