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Experimental quantum cloning in a pseudo-unitary system

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Abstract

Deterministically cloning (copying) nonorthogonal states is forbidden in quantum mechanics, but deterministic pseudo-unitary cloning is possible in a nonunitary system. We prove and show that, for any two nonorthogonal qubit states, we can find a linear, invertible Hermitian (metric) operator to make these states mutually orthogonal with respect to the corresponding pseudo-inner product. From this metric operator, we construct a pseudo-Hermitian Hamiltonian and its evolution operator as an ideal, deterministic pseudo-unitary cloner. For applicability, suppose Alice lives in our ordinary universe and Bob lives in a universe that has the desired pseudo-unitary evolution. Alice would send her nonorthogonal states to Bob and Bob would do the cloning deterministically and send back to Alice. The quantum channel will be lossy not due to Bob's universe's properties, but rather due to problems making a channel between the two universes. We experimentally demonstrate deterministic pseudo-unitary two-qubit cloning for a photonic pseudo-unitary two-qubit system. In our universe we have to demonstrate that universe by executing a postselected gate that effects loss-based pseudo-unitary evolution. Furthermore, we introduce an algorithmic method for designing experimental realizations of a generic class of nonunitary operators for pseudo-unitary cloning.

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... Over the years, pseudo-unitary quantum mechanics has rapidly grown from the interest in pseudo-Hermitian Hamiltonians [1] in early 2000 to describe PT-symmetric quantum systems [2], and recently to simulate and experiment pseudo-unitary quantum cloning and quantum deletion in optical circuits [3,4]. Furthermore, controlling Hilbert-space inner products [5] for fast quantum algorithms in PT-symmetric systems [6,7] is a direct implication of knowing how to manipulate pseudo-unitary groups. ...
... The general solution ψ(x) to the Schrödinger equation for a one-dimensional wave scattering across a localized potential is equation (1), with ψ ab (x) the solution between x = a and x = b, the region where the potential is non-zero. If the S-matrix of a system is unitary (equation (3)), then the transfer matrix (equation (4)) derived from it is known to be pseudo-unitary with respect to either the σ 3 ⊗ I m metric [8] or the I m ⊗ σ 3 metric [9], where σ 3 = |0〉〈0| − |1〉〈1| is a Pauli matrix and I m is the identity matrix with dimensions (m,m). In equations (3) and (4), t, t¢, r and r¢ are Hermitian matrices [8]. ...
... The restrictions imposed on unitary systems by No-Go theorems (no-cloning, no-deleting, no-masking) are largely studied in pseudo-unitary systems due to the possibility of flexibilizing these theorems with a set of ηorthogonal states [4,22]. These models focus on pseudo-unitary systems alone without realizing the transition from unitary systems to η-pseudo-unitary ones and vice-versa. ...
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Pseudo-unitary circuits are recurring in both S-matrix theory and analysis of No-Go theorems. We propose a matrix and diagrammatic representation for the operation that maps S-matrices to T-matrices and, consequently, a unitary group to a pseudo-unitary one. We call this operation “partial inversion” and show its diagrammatic representation in terms of permutations. We find the expressions for the deformed metrics and deformed dot products that preserve physical constraints after partial inversion. Subsequently, we define a special set that allows for the simplification of expressions containing infinities in matrix inversion. Finally, we propose a renormalized-growth algorithm for the T-matrix as a possible application. The outcomes of our study expand the methodological toolbox needed to build a family of pseudo-unitary and inter-pseudo-unitary circuits with full diagrammatic representation in three dimensions, so that they can be used to exploit pseudo-unitary flexibilization of unitary No-Go Theorems and renormalized circuits of large scattering lattices.
... It is well known for a long time that some non-Hermitian Hamiltonians have real eigenvalues. For example, Bender and his collaborators introduced a class of non-Hermitian Hamiltonians with PT -symmetry, which have infinite, discrete, and entirely real and positive spectrum [8][9][10]: H = p 2 − (ix) N , where N is a real number and not less than 2. Recently, PT -symmetry has been observed in classical optics [11][12][13][14][15][16][17][18][19][20][21][22][23][24], and non-Hermitian Hamiltonian with real eigenvalues has attracted much interest [25][26][27][28][29][30][31][32][33][34][35][36][37][38][39]. In the quantum regime, some experimental results have been reported to simulate non-Hermitian system in an open conventional quantum system [29][30][31]. ...
... For example, Bender and his collaborators introduced a class of non-Hermitian Hamiltonians with PT -symmetry, which have infinite, discrete, and entirely real and positive spectrum [8][9][10]: H = p 2 − (ix) N , where N is a real number and not less than 2. Recently, PT -symmetry has been observed in classical optics [11][12][13][14][15][16][17][18][19][20][21][22][23][24], and non-Hermitian Hamiltonian with real eigenvalues has attracted much interest [25][26][27][28][29][30][31][32][33][34][35][36][37][38][39]. In the quantum regime, some experimental results have been reported to simulate non-Hermitian system in an open conventional quantum system [29][30][31]. For example, an experimental investigation has been reported by using an open quantum system to simulate the PT -symmetric system as a part of the full Hermitian system [29]. ...
... In this work, the quantum deleting and cloning will be investigated in a pseudo-unitary system. We first present a pseudo-Hermitian Hamiltonian with real eigenvalues in a two-qubit system, which has recently been reported in an experimental simulation [31]. Here, we extend its theoretical part. ...
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In conventional quantum mechanics, quantum no-deleting and no-cloning theorems indicate that two different and nonorthogonal states cannot be perfectly and deterministically deleted and cloned, respectively. Here, we investigate the quantum deleting and cloning in a pseudo-unitary system. We first present a pseudo-Hermitian Hamiltonian with real eigenvalues in a two-qubit system. By using the pseudo-unitary operators generated from this pseudo-Hermitian Hamiltonian, we show that it is possible to delete and clone a class of two different and nonorthogonal states, and it can be generalized to arbitrary two different and nonorthogonal pure qubit states. Furthermore, state discrimination, which is strongly related to quantum no-cloning theorem, is also discussed. Last but not least, we simulate the pseudo-unitary operators in conventional quantum mechanics with post-selection, and obtain the success probability of simulations. Pseudo-unitary operators are implemented with a limited efficiency due to the post-selections. Thus, the success probabilities of deleting and cloning in the simulation by conventional quantum mechanics are less than unity, which maintain the quantum no-deleting and no-cloning theorems.
... Chemistry functional materials, drug candidates [26,27] discrete molecular graphs virtual screening [28][29][30], evolutionary [31][32][33][34] gradient-based [35] widely used in industry & academia Quantum Experiments complex entanglement, transformations in quantum optics discrete experimental topology & continuous components highly-efficient topological search [36], evolutionary [37][38][39], reinforcement [40,41], gradient-based [42,43] PoC exp. [44][45][46][47][48][49][50][51], conceptual insights [52,53] been experimentally studied since the late 1950s; it is the basis of the ITER (International Thermonuclear Experimental Reactor) megaproject. An alternative concept called Stellarator (complexly shaped external magnetic coils for creating ring-shaped, twisted magnet fields) was conceptualised around the same time. ...
... C) High-quality experimental results for the fidelity of quantum-cloned states. Image from ref. [51] case where we could learn new concepts or ideas from solutions found by computer algorithms. This is possible, as shown in [52], where an entirely new concept for the generation of high-dimensional multi-particle entanglement has been presented. ...
... To experimentally investigate processes that depend on non-unitarity, such as dynamics involving PT-symmetry [50] and deterministic quantum cloning exploiting non-unitarity [51], the group of Xue have relied on computer algorithms for designing their experimental setups, see Fig.5A. The algorithm iteratively increases the experimental setup (in the form of Fig.5B) block by block. ...
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The design of new devices and experiments in science and engineering has historically relied on the intuitions of human experts. This credo, however, has changed. In many disciplines, computer-inspired design processes, also known as inverse-design, have augmented the capability of scientists. Here we visit different fields of physics in which computer-inspired designs are applied. We will meet vastly diverse computational approaches based on topological optimization, evolutionary strategies, deep learning, reinforcement learning or automated reasoning. Then we draw our attention specifically on quantum physics. In the quest for designing new quantum experiments, we face two challenges: First, quantum phenomena are unintuitive. Second, the number of possible configurations of quantum experiments explodes combinatorially. To overcome these challenges, physicists began to use algorithms for computer-designed quantum experiments. We focus on the most mature and \textit{practical} approaches that scientists used to find new complex quantum experiments, which experimentalists subsequently have realized in the laboratories. The underlying idea is a highly-efficient topological search, which allows for scientific interpretability. In that way, some of the computer-designs have led to the discovery of new scientific concepts and ideas -- demonstrating how computer algorithm can genuinely contribute to science by providing unexpected inspirations. We discuss several extensions and alternatives based on optimization and machine learning techniques, with the potential of accelerating the discovery of practical computer-inspired experiments or concepts in the future. Finally, we discuss what we can learn from the different approaches in the fields of physics, and raise several fascinating possibilities for future research.
... Many schemes have been proposed to address this limit, which allows us to copy the original quantum information imperfectly, probabilistic [4][5][6][7][8] or with reduced fidelity by adding an auxiliary system [9][10][11][12][13][14][15]. And various physical systems have been studied to realize quantum cloning, including optical systems [13,[15][16][17][18], atomic systems [6,19], ion systems [20,21], superconducting system [22], and so on. ...
... Due to the great potential, the discussion of optical systems are relatively active in both theoretical and experimental aspects [2,15,17,23]. One reason is that photons are excellent flying bits and can be used as carriers of quantum information. ...
Article
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Quantum cloning is an essential operation in quantum information and quantum computing. Similar to the ‘copy’ operation in classical computing, the cloning of flying bits for further processing from the solid-state quantum bits in storage is an operation frequently used in quantum information processing. Here we propose a high-fidelity and controllable quantum cloning scheme between solid bits and flying bits. In order to overcome the obstacles from the no-cloning theorem and the weak phonon-photon interaction, we introduce a hybrid optomechanical system that performs both the probabilistic cloning and deterministic cloning closed to the theoretical optimal limit with the help of designed driving pulse in the presence of dissipation. In addition, our scheme allows a highly tunable switching between two cloning methods, namely the probabilistic and deterministic cloning, by simply changing the input laser pulse. This provides a promising platform for experimental executability.
... Various physical systems have been studied to realize quan-Wen-Zhao Zhang: zhangwenzhao@nbu.edu.cn tum cloning, including optical systems [13,[15][16][17][18], atomic systems [6,19], ion systems [20,21], superconducting system [22], and so on. Among them, optical systems with great potential are relatively active in both theoretical and experimental aspects [2,15,17,23]. ...
... tum cloning, including optical systems [13,[15][16][17][18], atomic systems [6,19], ion systems [20,21], superconducting system [22], and so on. Among them, optical systems with great potential are relatively active in both theoretical and experimental aspects [2,15,17,23]. Photons as excellent flying bits that can be used as carriers of quantum information, and thereby many protocols were proposed with this property, such as BB84 [24,25] and B92 [26]. Whereas photons are difficult to store, the solid bits make up for this deficiency well, exhibiting advantages such as easy storage and long decoherence times. ...
Preprint
Quantum cloning is an essential operation in quantum information and quantum computing. Similar to the `copy' operation in classical computing, the cloning of flying bits for further processing from the solid-state quantum bits in storage is an operation frequently used in quantum information processing. Here we propose a high-fidelity and controllable quantum cloning scheme between solid bits and flying bits. In order to overcome the obstacles from the no-cloning theorem and the weak phonon-photon interaction, we introduce a hybrid optomechanical system that performs both the probabilistic cloning and deterministic cloning closed to the theoretical optimal limit with the help of designed driving pulse in the presence of dissipation. In addition, our scheme allows a highly tunable switching between two cloning methods, namely the probabilistic and deterministic cloning, by simply changing the input laser pulse. This provides a promising platform for experimental executability.
... NH QM often serves as an effective description of open quantum systems, typically arising from the interaction with an external environment. However, this approach raises questions about the treatment of fluctuations and the potential violation of well-established quantum theorems [14][15][16][17][18]. ...
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In this paper we present a concrete example comparing the results predicted by non-Hermitian quantum mechanics with those of a more comprehensive description that considers environment-induced fluctuations. Our results highlight inaccuracies in the non-Hermitian model. Specifically, we investigate the non-Hermitian skin effect and sensor in the Hatano-Nelson model, contrasting it with a more precise Lindblad description. Our analysis reveals that these phenomena can undergo breakdown when environmental fluctuations come to the forefront, resulting in a nonequilibrium phase transition from a localized skin phase to a delocalized phase. Beyond this specific case study, we engage in a broader discussion regarding the interpretations and implications of non-Hermitian quantum mechanics. This examination serves to broaden our understanding of these phenomena and their potential consequences. Published by the American Physical Society 2024
... Problems that are difficult to solve in Hermitian systems can be resolved in non-Hermitian systems. Recently, systems evolving under parity-time (PT ) symmetric non-Hermitian dynamics present novel features [54,55], which provide new perspec-tives and insights for solving conventional problems in quantum mechanics, both in theory [56][57][58][59][60][61] and in practice [62][63][64][65][66][67][68][69][70][71][72][73][74][75][76][77][78]. PT -symmetric systems also have widespread applications in quantum information, and there is a debate about whether they can outperform Hermitian systems [79,80]. ...
Article
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The fundamental quantum mechanical features forbid non-orthogonal quantum states to be distinguished accurately through a single-shot measurement. Using parity-time (PT\mathcal{P}\mathcal{T}) quantum mechanics, however, a perfect state discrimination with certainty can be implemented. Here, we experimentally implement quantum state discrimination for photonic single-qubit states by executing post-selected gates and loss-based non-unitary evolutions in the PT\mathcal{P}\mathcal{T}-symmetric system, providing a relatively superior strategy for state discrimination in non-Hermitian systems. We also unveil the origin of PT\mathcal{P}\mathcal{T} quantum state discrimination by embedding the PT\mathcal{P}\mathcal{T} dynamics into a higher-level system under unitary dynamics. This experimental work demonstrates the key principle of PT\mathcal{P}\mathcal{T} quantum state discrimination and opens a door of other effective approaches in the PT\mathcal{P}\mathcal{T}-symmetric quantum mechanics.
... Mostafazadeh [12] showed that a non-Hermitian Hamiltonian with discrete spectra and a complete biorthonormal system of eigenvectors is pseudo-Hermitian if and only if the spectra are all real, or the complex eigenvalues come in complex conjugate pairs and the geometric multiplicity and the Jordan dimensions of the complex-conjugate eigenvalues coincide. The pseudo-Hermitian Hamiltonian which is defined by a similarity transformation, H † = WHW −1 , where W is called a metric operator for H, has developed into a noteworthy area of research, and systems evolving under pseudo-Hermitian dynamics display rich phenomena [7,9,10,22]. In fact, the metric operator for a pseudo-Hermitian Hamiltonian is not unique, and it is worthwhile to discuss the properties of the metric operator and the structure of the set of all metric operators. ...
Article
The Hamiltonian of a conventional quantum system is Hermitian, which ensures real spectra of the Hamiltonian and unitary evolution of the system. However, real spectra are just the necessary conditions for a Hamiltonian to be Hermitian. In this paper, we discuss the metric operators for pseudo-Hermitian Hamiltonian which is similar to its adjoint. We first present some properties of the metric operators for pseudo-Hermitian Hamiltonians and obtain a sufficient and necessary condition for an invertible operator to be a metric operator for a given pseudo-Hermitian Hamiltonian. When the pseudo-Hermitian Hamiltonian has real spectra, we provide a new method such that any given metric operator can be transformed into the same positive-definite one and the new inner product with respect to the positive-definite metric operator is well defined. Finally, we illustrate the results obtained with an example.
... Over the years, pseudo-unitary quantum mechanics grew fast from the interest in pseudo-Hermitian Hamiltonians [1]: in the early 2000 to describe PT-symmetric quantum systems [2], and recently to simulate and experiment pseudo-unitary quantum cloning and quantum deletion in optical circuits ( [3], [4]). Furthermore, controlling Hilbert-space inner products [5] for fast quantum algorithms in PT-symmetric systems ( [6], [7]) is a direct implication of knowing to manipulate pseudo-unitary groups. ...
Preprint
Full-text available
Pseudo-unitary circuits are silently recurrent in S-matrix theory. We propose a matrix and diagrammatic representation for the operation that maps S-matrices to T-matrices, and consequently a unitary group to a pseudo-unitary one. We call this operation partial inversion and show its diagrammatic representation in terms of permutations. We find the expressions for the deformed metrics and deformed dot products that preserve physical constraints after partial inversion. Subsequently, we define a special set that allows for the simplification of expressions containing infinities in matrix inversion. Finally, we proposed a renormalized-growth algorithm for the T-matrix as a possible application. Our studies furnish all the tools needed to build a family of pseudo-unitary and inter-pseudo-unitary circuits with full diagrammatic representation in three dimensions.
... In addition, the relevance of these mathematical developments is noteworthy in many topics of physics as complex scattering potentials [37][38][39], tight-binding chain [40], anisotropic XY model [41], quantum brachistochrone problem in both theoretical [42,43], and experimental [44] scenarios, coupled optomechanical systems [45], geometric phase [46], pseudochirality [47], and non-Hermitian version of Jaynes-Cummings optical model obtained from κ-deformed Dirac oscillator [48]. Furthermore, in the field of quantum information, there are many interesting investigations in the context of pseudo-Hermiticity considered for optimalspeed evolution generation [49], pseudo-Hermitian networks [50], perfect state transfer in non-Hermitian networks [51], information retrieval [52], holonomic gates [53], and an experimental quantum cloning protocol was presented in Ref. [54]. Recently, an efficient simulation scheme of a finite PTsymmetric system with LOCC was proposed in Ref. [55]. ...
Article
In this work we present the general unified description for the unitary time evolution generated by time-dependent non-Hermitian Hamiltonians embedding the bosonic representations of su(1,1) and su(2) Lie algebras. We take into account a time-dependent Hermitian Dyson maps written in terms of the elements of those algebras with the relation between non-Hermitian and its Hermitian counterpart being independent of the algebra realization. As a direct consequence, we verify that a time-evolved state of uncoupled modes modulated by a time-dependent complex frequency may exhibit a nonzero entanglement even when the cross operators, typical of the interaction between modes, are absent. This is due the nonlocal nature of the nontrivial dynamical Hilbert space metric encoded in the time-dependent parameters of the general Hermitian Dyson map, which depend on the imaginary part of the complex frequency. We illustrate our approach by setting the PT-symmetric case where the imaginary part of frequency is linear on time for the two-mode bosonic realization of Lie algebras.
... In addition, it is noteworthy the relevance of these mathematical developments in many topics of physics as complex scattering potentials [37][38][39], tight-binding chain [40], anisotropic XY model [41], quantum brachistochrone problem in both theoretical [42,43] and experimental [44] scenarios, coupled optomechanical systems [45], geometric phase [46], pseudochirality [47], and non-Hermitian version of Jaynes-Cummings optical model obtained from κdeformed Dirac oscillator [48]. Furthermore, in the field of quantum information, there are many interesting investigations in the context of pseudo-hermiticity considered for optimal-speed evolution generation [49], pseudo-Hermitian networks [50], perfect state transfer in non-Hermitian networks [51], information retrieval [52], holonomic gates [53], and an experimental quantum cloning protocol was presented in Ref. [54]. Recently, an efficient simulation scheme of a finite PT -symmetric system with LOCC was proposed in Ref. [55]. ...
Preprint
Full-text available
In this work we present the general unified description for the unitary time-evolution generated by time-dependent non-Hermitian Hamiltonians embedding the bosonic representations of su(1,1)\mathfrak{su}(1,1) and su(2)\mathfrak{su}(2) Lie algebras. We take into account a time-dependent Hermitian Dyson maps written in terms of the elements of those algebras with the relation between non-Hermitian and its Hermitian counterpart being independent of the algebra realization. As a direct consequence, we verify that a time-evolved state of uncoupled modes modulated by a time-dependent complex frequency may exhibits a non-zero entanglement even when the cross-operators, typical of the interaction between modes, are absent. This is due the non-local nature of the non-trivial dynamical Hilbert space metric encoded in the time-dependent parameters of the general Hermitian Dyson map, which depend on the imaginary part of the complex frequency.
... With the interaction of the two states moving in opposite time directions, the model permits time travel, which is, of course, another interesting but controversial topic in physics. Given the model's equivalence with the pseudo-unitary model, the possibility of time travel may explain why the latter can violate certain principles of standard physics, such as the nosignaling and no-cloning laws [8,9]. One should not take the time travel and the violation of conventional principles as a failure of the models, however, as the models allow time travel only in a rigid mechanistic manner and there is no reason to believe that those conventional principles are fundamental and can survive new physics. ...
Preprint
I propose a time-symmetric generalization of quantum mechanics that is inspired by scattering theory. The model postulates two interacting quantum states, one traveling forward in time and one backward in time. The interaction is modeled by a unitary scattering operator. I show that this model is equivalent to pseudo-unitary quantum mechanics.
... In particular, the development of PT-symmetric quantum theory was motivated by the observation that a Hamiltonian possesses real energy values if the Hamiltonian and its eigenvectors are invariant under an antilinear PT-symmetry. If, on the one hand PT-symmetric quantum theory has witnessed numerous theoretical [5][6][7][8][9][10][11][12] and experimental advances in the recent years [13][14][15][16][17][18][19][20][21][22], on the other hand, an operational foundation for PT-symmetric quantum theory that consistently extends standard quantum theory has not been formulated. The absence of such a consistent extension has led to disputable proposed applications of PT-symmetry that contradict established informationtheoretic principles including the no-signalling principle, faster-than-Hermitian evolution of quantum states, and the invariance of entanglement under local operations [23][24][25][26]. ...
Article
Full-text available
PT-symmetric quantum theory was originally proposed with the aim of extending standard quantum theory by relaxing the Hermiticity constraint on Hamiltonians. However, no such extension has been formulated that consistently describes states, transformations, measurements and composition, which is a requirement for any physical theory. We aim to answer the question of whether a consistent physical theory with PT-symmetric observables extends standard quantum theory. We answer this question within the framework of general probabilistic theories, which is the most general framework for physical theories. We construct the set of states of a system that result from imposing PT-symmetry on the set of observables, and show that the resulting theory allows only one trivial state. We next consider the constraint of quasi-Hermiticity on observables, which guarantees the unitarity of evolution under a Hamiltonian with unbroken PT-symmetry. We show that such a system is equivalent to a standard quantum system. Finally, we show that if all observables are quasi-Hermitian as well as PT-symmetric, then the system is equivalent to a real quantum system. Thus our results show that neither PT-symmetry nor quasi-Hermiticity constraints are sufficient to extend standard quantum theory consistently.
... In reality, non-Hermitian operators can be used in many ways such as quantum open systems [20], quantum optics [21], quantum cosmology [22], and many other fields. Furthermore, pseudo-Hermitian operators belong to non-Hermitian operators, which have many applications [23,24]. ...
Article
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The theoretical framework for the uncertainty relation of Hermitian operators is perfect and has been applied in many fields. At the same time, non-Hermitian operators are also widely used in some other fields. However, the uncertainty relation of non-Hermitian operators remains to be explored. K.W. Bong and his co-workers proposed the theory of unitary uncertainty relation and verified it in the experiment [Phys. Rev. Lett. 120, 230402 (2018)]. In this work, we generalized this unitary uncertainty relation theory and proposed uncertainty relations of non-Hermitian operators. Due to the difficulties in the direct measurement of non-Hermitian operators in the uncertainty relations, we simplified the uncertainty relation of two non-Hermitian operators with pure states and proposed a realizable experimental measurement scheme by using the Mach–Zehnder interferometer. When the two non-Hermitian operators are unitary, our result can reduce to Bong et al.’s result. Furthermore, for two non-Hermitian operators but not unitary, we obtained a generalized and analogous result of theirs.
... In particular, the development of PTsymmetric quantum theory was motivated by the observation that a Hamiltonian possesses real energy values if the Hamiltonian and its eigenvectors are invariant under an antilinear PT-symmetry. If, on the one hand PTsymmetric quantum theory has witnessed numerous theoretical [5][6][7][8][9] and experimental advances in the recent years [10][11][12][13][14][15][16][17][18][19], on the other hand, an operational foundation for PT-symmetric quantum theory that consistently extends standard quantum theory has not been formulated. The absence of such a consistent extension has led to disputable proposed applications of PT-symmetry that contradict established information-theoretic principles including the no-signalling principle, faster than Hermitian evolution of quantum states and invariance of entanglement under local operations [20][21][22][23]. ...
Preprint
PT-symmetric quantum theory was originally proposed with the aim of extending standard quantum theory by relaxing the Hermiticity constraint on Hamiltonians. However, no such extension has been formulated that consistently describes states, transformations, measurements and composition, which is a requirement for any physical theory. We aim to answer the question of whether a consistent physical theory with PT-symmetric observables extends the standard quantum theory. We answer this question within the framework of general probabilistic theories, which is the most general framework for physical theories. We construct the set of states of a system that result from imposing PT-symmetry on the set of observables and show that the resulting theory allows only one trivial state. We next consider the constraint of quasi-Hermiticity on observables, which guarantees the unitarity of evolution under a Hamiltonian with unbroken PT-symmetry. We show that the resultant theory in this setting has equivalent features to standard quantum theory. Finally, we show that if all observables are quasi-Hermitian as well as PT-symmetric, then the resultant theory has equivalent features to real quantum theory. Thus our results show that neither PT-symmetry nor quasi-Hermiticity constraints are sufficient to extend standard quantum theory consistently.
... These phenomena have been explained by observing that non-Hermitian Hamiltonians with unbroken PT symmetry are Hermitian with respect to a different Hilbert-space inner product [3,[15][16][17]. Changing Hilbert-space inner product is valuable for certain quantum information processing (QIP) tasks [18] such as nonorthogonal state discrimination [19], cloning [20], and quantum algorithms [21,22], but perfunctory applications have led to counter-factual conclusions [18,23,24] including violation of the no-signalling principle [25]. Our aim is to prescribe the correct procedure for changing Hilbert-space inner product and to devise an experiment to validate our prescription. ...
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In quantum mechanics, physical states are represented by rays in Hilbert space H, which is a vector space imbued by an inner product 〈|〉, whose physical meaning arises as the overlap 〈ϕ|ψ〉 for |ψ〉 a pure state (description of preparation) and 〈ϕ| a projective measurement. However, current quantum theory does not formally address the consequences of a changing inner product during the interval between preparation and measurement. We establish a theoretical framework for such a changing inner product, which we show is consistent with standard quantum mechanics. Furthermore, we show that this change is described by a quantum operation, which is tomographically observable, and we elucidate how our result is strongly related to the exploding topic of PT-symmetric quantum mechanics. We explain how to realize experimentally a changing inner product for a qubit in terms of a qutrit protocol with a unitary channel.
... In the first scenario, Bob performs a POVM fΠ B 0jy ;Π B 1jy g instead of projective measurement [37][38][39][40][41][42][43] . He needs two steps to implement the two-outcome measurements. ...
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The Clauser–Horne–Shimony–Holt (CHSH) inequality test is widely used as a mean of invalidating the local deterministic theories. Most attempts to experimentally test nonlocality have presumed unphysical idealizations that do not hold in real experiments, namely, noiseless measurements. We demonstrate an experimental violation of the CHSH inequality that is free of idealization and rules out local models with high confidence. We show that the CHSH inequality can always be violated for any nonzero noise parameter of the measurement. Intriguingly, less entanglement exhibits more nonlocality in the CHSH test with noisy measurements. Furthermore, we theoretically propose and experimentally demonstrate how the CHSH test with noisy measurements can be used to detect weak entanglement on two-qubit states. Our results offer a deeper insight into the relation between entanglement and nonlocality.
... Numerous variations have been developed since then. For example, genetic algorithms [11,12] coupled with neural networks [13], reinforcement-learning-based search [14], gradient-descent of a continuous experimental space [15,16] or efficient human-interpretable representations [17] and unsupervised deep generative models [18]. See a recent review about these developments [19]. ...
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We demonstrate how machine learning is able to model experiments in quantum physics. Quantum entanglement is a cornerstone for upcoming quantum technologies, such as quantum computation and quantum cryptography. Of particular interest are complex quantum states with more than two particles and a large number of entangled quantum levels. Given such a multiparticle high-dimensional quantum state, it is usually impossible to reconstruct an experimental setup that produces it. To search for interesting experiments, one thus has to randomly create millions of setups on a computer and calculate the respective output states. In this work, we show that machine learning models can provide significant improvement over random search. We demonstrate that a long short-term memory (LSTM) neural network can successfully learn to model quantum experiments by correctly predicting output state characteristics for given setups without the necessity of computing the states themselves. This approach not only allows for faster search, but is also an essential step towards the automated design of multiparticle high-dimensional quantum experiments using generative machine learning models.
... Frequently, however, the design of experimental setups even for well-defined targets is challenging for the intuition of human experts, and existing systematic schemes (e.g., Ref. [18]) to date provide solutions only for specific experimental scenarios. For that reason, computational design methods for quantum optical experiments have been introduced [19], in the form of topological search augmented with machine learning [20,21], genetic algorithms [22,23], active learning approaches [24], and optimization of parametrized setups [25]. Unfortunately, due to the complexity and size of the Hilbert space as well as the breadth of quantum optical applications, those algorithms may have severe drawbacks, such as inefficient discovery rates, requirements of a huge amount of training data, or specialization on narrow sets of problems. ...
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Artificial intelligence (AI) is a potentially disruptive tool for physics and science in general. One crucial question is how this technology can contribute at a conceptual level to help acquire new scientific understanding. Scientists have used AI techniques to rediscover previously known concepts. So far, no examples of that kind have been reported that are applied to open problems for getting new scientific concepts and ideas. Here, we present Theseus, an algorithm that can provide new conceptual understanding, and we demonstrate its applications in the field of experimental quantum optics. To do so, we make four crucial contributions. (i) We introduce a graph-based representation of quantum optical experiments that can be interpreted and used algorithmically. (ii) We develop an automated design approach for new quantum experiments, which is orders of magnitude faster than the best previous algorithms at concrete design tasks for experimental configuration. (iii) We solve several crucial open questions in experimental quantum optics which involve practical blueprints of resource states in photonic quantum technology and quantum states and transformations that allow for new foundational quantum experiments. Finally, and most importantly, (iv) the interpretable representation and enormous speed-up allow us to produce solutions that a human scientist can interpret and gain new scientific concepts from outright. We anticipate that Theseus will become an essential tool in quantum optics for developing new experiments and photonic hardware. It can further be generalized to answer open questions and provide new concepts in a large number of other quantum physical questions beyond quantum optical experiments. Theseus is a demonstration of explainable AI (XAI) in physics that shows how AI algorithms can contribute to science on a conceptual level.
... While quantum experiments historically have been designed by experienced human experts, their non-intuitive nature has led to the emergence of computational methods for designing quantum experiments [18][19][20][21][22][23][24][25]. However, as the dimension of state space grows exponentially with the number of photons, this approach is limited to small systems. ...
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The parameters of a quantum system grow exponentially with the number of involved quantum particles. Hence, the associated memory requirement to store or manipulate the underlying wavefunction goes well beyond the limit of the best classical computers for quantum systems composed of a few dozen particles, leading to serious challenges in their numerical simulation. This implies that the verification and design of new quantum devices and experiments are fundamentally limited to small system size. It is not clear how the full potential of large quantum systems can be exploited. Here, we present the concept of quantum computer designed quantum hardware and apply it to the field of quantum optics. Specifically, we map complex experimental hardware for high-dimensional, many-body entangled photons into a gate-based quantum circuit. We show explicitly how digital quantum simulation of Boson sampling experiments can be realized.We then illustrate how to design quantum-optical setups for complex entangled photonic systems, such as high-dimensional Greenberger-Horne-Zeilinger states and their derivatives. Since photonic hardware is already on the edge of quantum supremacy and the development of gate-based quantum computers is rapidly advancing, our approach promises to be a useful tool for the future of quantum device design.
... Systems with such Hamiltonians have been a topic of interest ever since it was discussed by Bender et al [28]. A variety of exotic effects in classical set-ups like unidirectional optical transmission and single-mode lasing [29][30][31][32][33][34] and in quantum systems like the extreme acceleration of state evolution of TLS [35], quantum state discrimination [36], perfect quantum state transfer [37], violation of no-signalling theorem [38], anomalous & unconventional states in many-body systems [39][40][41][42][43][44][45] and unique correlations in their dynamics [46,47] have been explored. Recently, there has been noticeable progress in realizing physical systems which demonstrate PT-symmetry [48][49][50][51][52][53] including the many-body quantum systems [54,55]. ...
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We study the dynamics of a non-Hermitian PT- symmetric Hamiltonian of a two level system (TLS) which has real eigenvalues. Within the framework of Hermitian quantum mechanics, it is known that maximal violation of Leggett–Garg inequality (LGI) is bounded by K3 = 3/2 (Luder's bound). We show that this absolute bound can be evaded when dynamics is governed by non-Hermitian PT- symmetric Hamiltonians with real eigenvalues. Moreover, the extent of violation can be optimized to asymptotically approach the algebraic maximum of K3max=3{K}_{3}^{\mathrm{max}}=3, which is otherwise observed for Hermitian Hamiltonian with infinite dimensional Hilbert space. The extreme violation of LGI is shown to be directly related to the two basic ingredients: (i) the Bloch equation for the TLS having a non-linear terms which allow for accelerated dynamics of states on the Bloch sphere exceeding all known quantum speed limits of state evolution; and (ii) quantum trajectory of states lie on a great circle (geodesic path) on the Bloch sphere at all times. We demonstrate that such extreme temporal correlation of TLS can be simulated in realistic system by embedding the TLS into a higher dimensional Hilbert space such that the composite system obeys unitary dynamics. Specifically we show that a four dimensional embedding of non-Hermitian PT- symmetric TLS is enough to host K3 → 3 limit. We also discuss the effect of random noise on our results. Finally we conclude with a comparative study of our results with existing experimental realization of embedding.
... The difficulty arises from counter-intuitive quantum phenomena, which raises the question of whether human intuition is the best way to design new experiments. Several studies have therefore developed automated and machine-learning augmented approaches for the design of experiments [39][40][41][42][43][44]. The goal in our approach is to tackle this challenge in a completely different way, namely by improving the scientist's intuition about these systems. ...
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Machine learning with application to questions in the physical sciences has become a widely used tool, successfully applied to classification, regression and optimization tasks in many areas. Research focus mostly lies in improving the accuracy of the machine learning models in numerical predictions, while scientific understanding is still almost exclusively generated by human researchers analysing numerical results and drawing conclusions. In this work, we shift the focus on the insights and the knowledge obtained by the machine learning models themselves. In particular, we study how it can be extracted and used to inspire human scientists to increase their intuitions and understanding of natural systems. We apply gradient boosting in decision trees to extract human-interpretable insights from big data sets from chemistry and physics. In chemistry, we not only rediscover widely know rules of thumb but also find new interesting motifs that tell us how to control solubility and energy levels of organic molecules. At the same time, in quantum physics, we gain new understanding on experiments for quantum entanglement. The ability to go beyond numerics and to enter the realm of scientific insight and hypothesis generation opens the door to use machine learning to accelerate the discovery of conceptual understanding in some of the most challenging domains of science.
... These phenomena have been explained by observing that non-Hermitian Hamiltonians with unbroken PT symmetry are Hermitian with respect to a different Hilbert-space inner product [3,[14][15][16]. Changing Hilbert-space inner-product is valuable for certain quantum information processing (QIP) tasks [17] such as non-orthogonal state discrimination [18], cloning [19] and quantum algorithms [20,21], but perfunctory applications have led to counter-factual conclusions [17,22,23] including violation of the nosignalling principle [24]. Our aim is to prescribe the correct procedure for changing Hilbert-space inner product and to devise an experiment to validate our prescription. ...
Preprint
In quantum mechanics, physical states are represented by rays in Hilbert space H\mathscr H, which is a vector space imbued by an inner product \langle\,|\,\rangle, whose physical meaning arises as the overlap ϕψ\langle\phi|\psi\rangle for ψ|\psi\rangle a pure state (description of preparation) and ϕ\langle\phi| a projective measurement. However, current quantum theory does not formally address the consequences of a changing inner product during the interval between preparation and measurement. We establish a theoretical framework for such a changing inner product, which we show is consistent with standard quantum mechanics. Furthermore, we show that this change is described by a quantum channel, which is tomographically observable, and we elucidate how our result is strongly related to the exploding topic of PT-symmetric quantum mechanics. We explain how to realize experimentally a changing inner product for a qubit in terms of a qutrit protocol with a unitary channel.
... The difficulty arises from counter-intuitive quantum phenomena, which raises the question of whether human intuition is the best way to design new experiments. Several studies have therefore developed automated and machine-learning augmented approaches for the design of experiments [35][36][37][38][39][40]. The goal in our approach is to tackle this challenge in a completely different way, namely by improving the human scientist's intuition about these systems. ...
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Full-text available
Machine learning with application to questions in the physical sciences has become a widely used tool, successfully applied to classification, regression and optimization tasks in many areas. Research focus mostly lies in improving the accuracy of the machine learning models in numerical predictions, while scientific understanding is still almost exclusively generated by human researchers analysing numerical results and drawing conclusions. In this work, we shift the focus on the insights and the knowledge obtained by the machine learning models themselves. In particular, we study how it can be extracted and used to inspire human scientists to increase their intuitions and understanding of natural systems. We apply gradient boosting in decision trees to extract human interpretable insights from big data sets from chemistry and physics. In chemistry, we not only rediscover widely know rules of thumb but also find new interesting motifs that tell us how to control solubility and energy levels of organic molecules. At the same time, in quantum physics, we gain new understanding on experiments for quantum entanglement. The ability to go beyond numerics and to enter the realm of scientific insight and hypothesis generation opens the door to use machine learning to accelerate the discovery of conceptual understanding in some of the most challenging domains of science.
... The concepts for these gates have been discovered using computer-designed quantum experiments, specifically a highly efficient version of the algorithm MELVIN [28]. Several other automated algorithms have been generated recently for the design of novel quantum-optical experiments [30,[54][55][56][57][58]. Our result indicates the possibility that computers can be used in a widely unexplored way, namely to inspire human scientists. ...
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An open question in quantum optics is how to manipulate and control complex quantum states in an experimentally feasible way. Here we present concepts for transformations of high-dimensional multiphotonic quantum systems. The proposals rely on two new ideas: (i) a novel high-dimensional quantum nondemolition measurement, (ii) the encoding and decoding of the entire quantum transformation in an ancillary state for sharing the necessary quantum information between the involved parties. Many solutions can readily be performed in laboratories around the world and thereby we identify important pathways for experimental research in the near future. The concepts have been found using the computer algorithm melvin for designing computer-inspired quantum experiments. As opposed to the field of machine learning, here the human learns new scientific concepts by interpreting and analyzing the results presented by the machine. This demonstrates that computer algorithms can inspire new ideas in science, which has a widely unexplored potential that goes far beyond experimental quantum information science.
... Examples range from observations of fundamental quantum properties, such as indefinite causal orders [3] or early demonstrations of Wigner's friend paradox [4,5], high-dimensional quantum communication systems such as quantum key distribution [6,7], entanglement swapping [8] or quantum teleportation [9] and experimental quantum machine learning [10,11] and new propositions for quantum technologies [12][13][14][15][16]. While historically, quantum experiments have been designed by experienced human experts, their unintuitive nature have led to the emergence of computers for designing quantum experiments [17][18][19][20][21][22][23][24]. However, as the state space grows exponentially with the number of photons, this approach is limited to small systems. ...
Preprint
The parameters of a quantum system grow exponentially with the number of involved quantum particles. Hence, the associated memory requirement goes well beyond the limit of best classic computers for quantum systems composed of a few dozen particles leading to huge challenges in their numerical simulation. This implied that verification, let alone, design of new quantum devices and experiments, is fundamentally limited to small system size. It is not clear how the full potential of large quantum systems can be exploited. Here, we present the concept of quantum computer designed quantum hardware and apply it to the field of quantum optics. Specifically, we map complex experimental hardware for high-dimensional, many-body entangled photons into a gate-based quantum circuit. We show explicitly how digital quantum simulation of Boson Sampling experiments can be realized. Then we illustrate how to design quantum-optical setups for complex entangled photon systems, such as high-dimensional Greenberger-Horne-Zeilinger states and their derivatives. Since photonic hardware is already on the edge of quantum supremacy (the limit beyond which systems can no longer be calculated classically) and the development of gate-based quantum computers is rapidly advancing, our approach promises to be an useful tool for the future of quantum device design.
... [18][19][20]) to date only provide solutions for specific experimental scenarios. For that reason, computational design methods for quantum optical experiments have been introduced [21], in the form of topological search augmented with machine learning [22,23], genetic algorithms [24][25][26], active learning approaches [27], deep recurrent neural networks [28], and optimization of parametrized setups [29]. Unfortunately, due to the complexity and size of the Hilbert space as well as the breadth of quantum optical applications, those algorithms may have severe drawbacks, such as inefficient discovery rates, requirements of a huge amount of training data or specialization on narrow sets of problems. ...
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The design of quantum experiments can be challenging for humans. This can be attributed at least in part to counterintuitive quantum phenomena such as superposition or entanglement. In experimental quantum optics, computational and artificial intelligence methods have therefore been introduced to solve the inverse-design problem, which aims to discover tailored quantum experiments with particular desired functionalities. While some computer-designed experiments have been successfully demonstrated in laboratories, these algorithms generally are slow, require a large amount of data or work for specific platforms that are difficult to generalize. Here we present Theseus, an efficient algorithm for the design of quantum experiments, which we use to solve several open questions in experimental quantum optics. The algorithm' core is a physics-inspired, graph-theoretical representation of quantum states, which makes it significantly faster than previous comparable approaches. The gain in speed allows for topological optimization, leading to a reduction of the experiment to its conceptual core. Human scientists can therefore interpret, understand and generalize the solutions without performing any further calculations. We demonstrate Theseus on the challenging tasks of generating and transforming high-dimensional, multi-photonic quantum states. The final solutions are within reach of modern experimental laboratories, promising direct advances for empirical studies of fundamental questions, as well as technical applications such as quantum communication and photonic quantum information processing. In each case, the computer-designed experiment can be interpreted and conceptually understood. We argue that therefore, our algorithm contributes directly to the central aims of science.
... As illustrated in Fig. 2, our experimental setup consists of three modules: state preparation, Alice's measurement, and Bob's measurement. In the state preparation module, entangled photons are generated via type-I spontaneous parametric down-conversion (SPDC) [38][39][40][41][42][43][44][45][46][47][48]. By choosing the setting angle of the half-wave plate (HWP, H 0 ) to be cos 2χ = a, photon pairs are prepared into a family of entangled state |φ + = a |HH + √ 1 − a 2 |V V . ...
Preprint
We demonstrate one-sided device-independent self-testing of any pure entangled two-qubit state based on a fine-grained steering inequality. The maximum violation of a fine-grained steering inequality can be used to witness certain steerable correlations, which certify all pure two-qubit entangled states. Our experimental results identify which particular pure two-qubit entangled state has been self-tested and which measurement operators are used on the untrusted side. Furthermore, we analytically derive the robustness bound of our protocol, enabling our subsequent experimental verification of robustness through state tomography. Finally, we ensure that the requisite no-signalling constraints are maintained in the experiment.
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A quantum channel describes the general evolution of quantum systems, which is therefore a critical issue for quantum simulation and a fundamental element of quantum information. To realize quantum channels, an efficient method is to randomly implement Kraus operators, which does not require any ancillary quantum system. For open systems, it is natural to extend the method from implementation of unitary Kraus operators to nonunitary ones. However, when some Kraus operators are not proportional to unitary ones, this method becomes probabilistic even if the channel is trace preserving. In this paper, to overcome this drawback, we propose an algorithm to deterministically realize arbitrary trace-preserving channels with only one ancillary qubit and finite iterations of evolutions of the combined states of the system and the ancilla. Moreover, to show the validity of the method, we experimentally realize conventional and modified Landau-Streater channels based on the algorithm. Our results shed light on quantum simulation of quantum channels for open systems.
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The condition of self-adjointness ensures that the eigenvalues of a Hamiltonian are real and bounded below. Replacing this condition by the weaker condition of PT symmetry, one obtains new infinite classes of complex Hamiltonians whose spectra are also real and positive. These PT symmetric theories may be viewed as analytic continuations of conventional theories from real to complex phase space. This paper describes the unusual classical and quantum properties of these theories. {copyright} {ital 1998} {ital The American Physical Society}
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