
Jarosław Adam MiszczakInstitute of Theoretical and Applied Informatics, Polish Academy of Sciences · Quantum Systems of Informatics
Jarosław Adam Miszczak
PhD
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Citations since 2017
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Publications (92)
Opinion formation is one of the most fascinating phenomena observed in human communities, and the ability to predict and to control the dynamics of this process is interesting from the theoretical as well as practical point of view. Although there are many sophisticated models of opinion formation, they often lack the connection with real life data...
The area affected by the earthquake is vast and often difficult to entirely cover, and the earthquake itself is a sudden event that causes multiple defects simultaneously, that cannot be effectively traced using traditional, manual methods. This article presents an innovative approach to the problem of detecting damage after sudden events by using...
The area affected by the earthquake is vast and often difficult to entirely cover, and the earthquake itself is a sudden event that causes multiple defects simultaneously, that cannot be effectively traced using traditional, manual methods. This article presents an innovative approach to the problem of detecting damage after sudden events by using...
Opinion formation is one of the most fascinating phenomena observed in human communities, and the ability to predict and to control the dynamics of this process is interesting from the theoretical as well as practical point of view. Although there are many sophisticated models of opinion formation, they often lack the connection with real life data...
One of the requirements imposed on the realistic quantum computers is to provide computation results which can be repeated and reproduced. In the situation when one needs to repeat the quantum computation procedure several times, it is crucial that the copies of the quantum devices are similar in the sense of the produced results. In this work, we...
Nonclassical phenomena can be enhanced by introducing $q$-deformation in optomechanical systems. This motivated us to investigate the optical response in a $q$-deformed linearly coupled optomechanical system. The system consists of two deformed cavities that are linearly coupled to the motion of mechanical mirrors, and the cavities are coupled to e...
Quantum computing is offering a novel perspective for solving combinatorial optimization problems. To fully explore the possibilities offered by quantum computers, the problems need to be formulated as unconstrained binary models, taking into account limitation and advantages of quantum devices. In this work, we provide a detailed analysis of the t...
The inequality in capital or resource distribution is among the important phenomena observed in populations. The sources of inequality and methods for controlling it are of practical interest. To study this phenomenon, we introduce a model of interaction between agents in the network designed for the purpose of reducing the inequality in the distri...
The inequality in capital or resource distribution is among the important phenomena observed in populations. The sources of inequality and methods for controlling it are of practical interest. To study this phenomenon, we introduce a model of interaction between agents in the network designed for reducing the inequality in the distribution of capit...
Monitoring the technical condition of infrastructure is a crucial element of its maintenance. Although there are many deep learning models intended for this purpose, they are severely limited in their application due to labour-intensive gathering of new datasets and high demand for computing power during model training. To overcome these limiting f...
High demand for computational power significantly limits the possibility of using modern deep learning methods in the environments where one has to deal with devices limited by the performance and the energy constraints. To address this issue, this paper proposes a novel method of combining the pruning and the transfer learning (TL) techniques for...
Noisy Intermediate-Scale Quantum (NISQ) algorithms require novel paradigms of error mitigation. To obtain noise-robust quantum computers, each logical qubit is equipped with hundreds or thousands of physical qubits. However, it is not possible to use memory-consuming techniques for current quantum devices having at most hundreds or at best thousand...
In recent years, a lot of attention is paid to deep learning methods in the context of vision-based construction site safety systems, especially regarding personal protective equipment. However, despite all this attention, there is still no reliable way to establish the relationship between workers and their hard hats. To answer this problem a comb...
Quantum computing is offering a novel perspective for solving combinatorial optimization problems. To fully explore the possibilities offered by quantum computers, the problems need to be formulated as unconstrained binary models, taking into account limitation and advantages of quantum devices. In this work, we provide a detailed analysis of the T...
The LP WAN networks use gateways or base stations to communicate with devices distributed on large distances, up to tens of kilometres. The selection of optimal gateway locations in wireless networks should allow providing the complete coverage for a given set of nodes, taking into account the limitations, such as the number of nodes served per acc...
One of the requirements imposed on the realistic quantum computers is to provide computation results which can be repeated and reproduced. In the situation when one needs to repeat the quantum computation procedure several times, it is crucial that the copies of the quantum devices are similar in the sense of the produced results. In this work, we...
The LP WAN networks use gateways or base stations to communicate with devices distributed on large distances, up to tens of kilometres. The selection of optimal gateway locations in wireless networks should allow providing the complete coverage for a given set of nodes, taking into account the limitations, such as the number of nodes served per acc...
Monitoring the technical condition of infrastructure is a crucial element to its maintenance. Currently, the applied methods are outdated, labour intensive and highly inaccurate. At the same time, the latest methods using Artificial Intelligence techniques, despite achieving satisfactory results in the detection of infrastructure damage, are severe...
In this paper, a co-evolution method of game dynamics and network structure is adopted to demonstrate that neighboring niches of an individual or population may have great influence in determining lifestyle adoption. The model encompasses network structure evolution, denoted CaseA, and pure games participated in by individuals in the network with t...
The Parrondo's paradox is a counterintuitive phenomenon in which individually losing strategies, canonically termed game A and game B, are combined to produce winning outcomes. In this paper, a co-evolution of game dynamics and network structure is adopted to study adaptability and survivability in multi-agent dynamics. The model includes action A,...
In this paper, we demonstrate that the efficiency of quantum spatial search can be significantly altered by malicious manipulation of the input data in the client–server model. We achieve this by exploiting exceptional configuration effect on Szegedy spatial search and proposing a framework suitable for analysing efficiency of attacks on quantum se...
We study the functional relationship between quantum control pulses in the idealized case and the pulses in the presence of an unwanted drift. We show that a class of artificial neural networks called LSTM is able to model this functional relationship with high efficiency, and hence the correction scheme required to counterbalance the effect of the...
We study the application of machine learning methods based on a geometrical and time-series character of data in the application to quantum control. We demonstrate that recurrent neural networks posses the ability to generalize the correction pulses with respect to the level of noise present in the system. We also show that the utilisation of the g...
We introduce a framework suitable for describing standard classification problems using the mathematical language of quantum states. In particular, we provide a one-to-one correspondence between real objects and pure density operators. This correspondence enables us: (1) to represent the nearest mean classifier (NMC) in terms of quantum objects, (2...
The main results of our work is determining the differences between limiting properties in various models of quantum stochastic walks. In particular, we prove that in the case of strongly connected and a class of weakly connected directed graphs, local environment interaction evolution is relaxing, and in the case of undirected graphs, global envir...
The paper describes QSWALK.JL package for Julia programming language, developed for the purpose of simulating the evolution of open quantum systems. The package enables the study of quantum procedures developed using stochastic quantum walks on arbitrary directed graphs. We provide a detailed description of the implemented functions, along with a n...
In the presented work, we aim at exploring the possibility of abandoning complex numbers in the representation of quantum states and operations. We demonstrate a simplified version of quantum mechanics in which the states are represented using real numbers only. The main advantage of this approach is that the simulation of the n-dimensional quantum...
We introduce and study quantized versions of Cop and Robber game. We achieve this by using graph-preserving unitary operations, which are the quantum analogue of stochastic operations preserving the graph. We provide the tight bound for the number of operations required to reach the given state. By extending them to controlled operations, we define...
In the presented note we aim at exploring the possibility of abandoning complex numbers in the representation of quantum states and operations. We demonstrate a simplified version of quantum mechanics in which the states are represented using real numbers only. The main advantage of this approach is that the simulation of the $n$-dimensional quantu...
We introduce a framework suitable for describing pattern recognition task using the mathematical language of density matrices. In particular, we provide a one-to-one correspondence between patterns and density operators, represented by mixed states when the uncertainty comes into play. The classification process in the quantum framework is performe...
The existence of an undetectable eavesdropping of dense coded information has been already demonstrated by Pavi\v{c}i\'c for the quantum direct communication based on the ping-pong paradigm. However, a) the explicit scheme of the circuit is only given and no design rules are provided, b) the existence of losses is implicitly assumed, c) the attack...
We introduce a family of quantum walks on cycles parametrized by their liveliness, defined by the ability to execute a long-range move. We investigate the behaviour of the probability distribution and time-averaged probability distribution. We show that the liveliness parameter, controlling the magnitude of the additional long-range move, has a dir...
We provide a complete work-flow, based on the language of quantum information
theory, suitable for processing data for the purpose of pattern recognition.
The main advantage of the introduced scheme is that it can be easily
implemented and applied to process real-world data using modest computation
resources. At the same time it can be used to inve...
We introduce the model of generalized open quantum walks on networks using the Transition Operation Matrices formalism. We focus our analysis on the mean first passage time and the average return time in Apollonian networks. These results differ significantly from a classical walk on these networks. We show a comparison of the classical and quantum...
We develop a model which can be used to analyse the scenario of exploring
quantum network with a distracted sense of direction. Using this model we
analyse the behaviour of quantum mobile agents operating with non-adaptive and
adaptive strategies which can be employed in this scenario. We introduce the
notion of node visiting suitable for analysing...
We develop a framework which aims to simplify the analysis of quantum states
and quantum operations by harnessing the potential of function programming
paradigm. We show that the introduced framework allows a seamless manipulation
of quantum channels, in particular to convert between different representations
of quantum channels, and thus that the...
We introduce a method of analyzing entanglement enhanced quantum games on
regular lattices of agents. Our method is valid for setups with periodic and
non-periodic boundary conditions. To demonstrate our approach we study two
different types games, namely the prisoner's dilemma game and a cooperative
Parrondo's game. In both cases we obtain results...
We present a concise introduction of basic concepts in quantum information
theory and quantum mechanics prepared as an introduction for a general
audience. In our approach the rules of quantum mechanics are presented in a
simple form of rules describing the method of constructing quantum objects
corresponding to classical objects. As a byproduct of...
We present a package for Mathematica computer algebra system which allows the
exploitation of local files as sources of random data. We provide the
description of the package and illustrate its usage by showing some examples.
We also compare the provided functionality with alternative sources of
randomness, namely a built-in pseudo-random generator...
We introduce a general approach for the analysis of a quantum direct
communication protocol. The method is based on the investigation of the
superoperator acting on a joint system of the communicating parties and the
eavesdropper. The introduced method is more versatile than the approaches used
so far as it permits to incorporate different noise mo...
We study the model of quantum walks on cycles enriched by the addition of
1-step memory. We provide a formula for the probability distribution and the
time-averaged limiting probability distribution of the introduced quantum walk.
Using the obtained results, we discuss the properties of the introduced model
and the difference in comparison to the m...
This paper provides an analysis of patent activity in the field of quantum
information processing. Data from the PatentScope database from the years
1993-2011 was used. In order to predict the future trends in the number of
filed patents time series models were used.
We present a new version of TRQS package for Mathematica computing system.
The package allows harnessing quantum random number generators (QRNG) for
investigating the statistical properties of quantum states. It implements a
number of functions for generating random states. The new version of the
package adds the ability to use the on-line quantum...
This book is concerned with the models of quantum computation. Information processing based on the rules of quantum mechanics provides us with new opportunities for developing more efficient algorithms and protocols. However, to harness the power offered by quantum information processing it is essential to control the behavior of quantum mechanical...
In this paper we propose an extended version of the ping-pong protocol and
study its security. The proposed protocol incorporates the usage of mutually
unbiased bases in the control mode. We show that, by increasing the number of
bases, it is possible to improve the security of this protocol. We also provide
the upper bounds on eavesdropping averag...
The restricted numerical range $W_R(A)$ of an operator $A$ acting on a
$D$-dimensional Hilbert space is defined as a set of all possible expectation
values of this operator among pure states which belong to a certain subset $R$
of the of set of pure quantum states of dimension $D$. One considers for
instance the set of real states, or in the case o...
Classical programmers have found many methods for dealing with the growing complexity of created programs. One of them is the functional approach for creating programming languages.
In this chapter we focus on quantum programming languages which are based on the imperative paradigm. The main characteristic of these languages is that they provide an exact description of the computational steps required to execute a quantum procedure.
In this chapter we define quantum finite automata—another model of computation used to study quantum computation. Again, as in the case of the Turing machine, we start with the classical version of this model, namely deterministic finite automaton, and subsequently upgrade it. Firstly, by considering nondeterminism and stochastic transitions, and t...
The model of a Turing machine is widely used in classical and quantum complexity theory. Despite its simplicity it captures the notion of computability in a universal manner [11, 12]. Thanks to this feature it provides a standard tool for studying the computational complexity of algorithms.
Since the main aim of this book is to present the advantages and the limitations of high-level quantum programming languages, we need to explain how these languages are related to the quantum random access machine model (QRAM), which provides a realistic model of computation for describing quantum computing devices. More precisely we would like to...
After presenting the basic facts about Turing machines and quantum finite automata we are ready to introduce more user-friendly models of computing devices, namely the Boolean circuit model. This model is widely used in classical computer science, and the quantum version of this model is the de facto standard for describing quantum algorithms and p...
The main obstacle for writing quantum programs using the quantum circuits model is its lack of classical elements. Quantum circuits can be used to express quantum data and operations only and do not provide a mechanism which would allow to control the operations on quantum memory using a classical machine. However, in many quantum algorithms the cl...
In this chapter we introduce the last model of computation used in the theory of quantum information—quantum programming languages. The goal of this book is to provide a comprehensive introduction to high-level structures used in quantum information theory. For this reason we devote this and the next two chapters to the presentation of quantum prog...
In only 100 pages it is impossible to cover so broad and lively developed areas of knowledge. Classical computational models have been developed for more than fifty years now. On the other hand the research in quantum information and quantum computation theory, in the last two decades of the last century, brought us an explosion of new results rela...
We study a quantum version of a penny flip game played using control parameters of the Hamiltonian in the Heisenberg model.
Moreover, we extend this game by introducing auxiliary spins which can be used to alter the behaviour of the system. We show
that a player aware of the complex structure of the system used to implement the game can use this kn...
We present IntU package for Mathematica computer algebra system. The
presented package performs a symbolic integration of polynomial functions over
the unitary group with respect to unique normalized Haar measure. We describe a
number of special cases which can be used to optimize the calculation speed for
some classes of integrals. We also provide...
We study the probability measure on the space of density matrices induced by
the metric defined by using superfidelity. We give the formula for the
probability density of eigenvalues. We also study some statistical properties
of the set of density matrices equipped with the introduced measure and provide
a method for generating density matrices acc...
We present the application of Principal Component Analysis for data acquired
during the design of a natural gesture interface. We investigate the concept of
an eigengesture for motion capture hand gesture data and present the
visualisation of principal components obtained in the course of conducted
experiments. We also show the influence of dimensi...
The totality of normalised density matrices of order N forms a convex set Q_N
in R^(N^2-1). Working with the flat geometry induced by the Hilbert-Schmidt
distance we consider images of orthogonal projections of Q_N onto a two-plane
and show that they are similar to the numerical ranges of matrices of order N.
For a matrix A of a order N one defines...
The problem of generating random quantum states is of a great interest from
the quantum information theory point of view. In this paper we present a
package for Mathematica computing system harnessing a specific piece of
hardware, namely Quantis quantum random number generator (QRNG), for
investigating statistical properties of quantum states. The...
We study operators acting on a tensor product Hilbert space and investigate their product numerical range, product numerical radius and separable numerical range. Concrete bounds for the product numerical range for Hermitian operators are derived. Product numerical range of a non-Hermitian operator forms a subset of the standard numerical range con...
The goal of the presented paper is to provide an introduction to the basic
computational models used in quantum information theory. We review various
models of quantum Turing machine, quantum circuits and quantum random access
machine (QRAM) along with their classical counterparts. We also provide an
introduction to quantum programming languages, w...
We review Schmidt and Kraus decompositions in the form of singular value
decomposition using operations of reshaping, vectorization and reshuffling. We
use the introduced notation to analyse the correspondence between quantum
states and operations with the help of Jamiolkowski isomorphism. The presented
matrix reorderings allow us to obtain simple...
We describe an informal methodology for developing on-line applications, which is, to some extent, complementary to the Web 2.0 aspects of web development. The presented methodology is suitable for developing low-cost and non-cost web sites targeted at medium-sized communities. We present basic building blocks used in the described strategy. To ach...
We present a basic high-level structures used for developing quantum
programming languages. The presented structures are commonly used in many
existing quantum programming languages and we use quantum pseudo-code based on
QCL quantum programming language to describe them. We also present the
implementation of introduced structures in GNU Octave lan...
The goal of this report is to provide an introduction to the basic
computational models used in quantum information theory. We various review
models of quantum Turing machine, quantum circuits and quantum random access
machine (QRAM) along with their classical counterparts. We also provide an
introduction to quantum programming languages, which are...
We present two measures of distance between quantum processes based on the
superfidelity, introduced recently to provide an upper bound for quantum
fidelity. We show that the introduced measures partially fulfill the
requirements for distance measure between quantum processes. We also argue that
they can be especially useful as diagnostic measures...
Numerical range of a Hermitian operator
X
is defined as the set of all possible expectation values of this observable among a normalized quantum state. We analyze a modification of this definition in which the expectation value is taken among a certain subset of the set of all quantum states. One considers, for instance, the set of real states,...
We derive several bounds on fidelity between quantum states. In particular we show that fidelity is bounded from above by a simple to compute quantity we call super-fidelity. It is analogous to another quantity called sub-fidelity. For any two states of a two-dimensional quantum system (N=2) all three quantities coincide. We demonstrate that sub- a...
We provide new bound for the trace distance between two quantum states. The lower bound is based on the super-fidelity, which provides the upper bound on quantum fidelity. One of the advantages of the presented bound is that it can be estimated using simple measurement procedure. We also compare this bound with the one provided in terms of fidelity...
We derive several bounds on fidelity between quantum states. In particular we show that fidelity is bounded from above by a simple to compute quantity we call super--fidelity. It is analogous to another quantity called sub--fidelity. For any two states of a two--dimensional quantum system (N=2) all three quantities coincide. We demonstrate that sub...
We analyze the problem of finding sets of quantum states that can be deterministically discriminated. From a geometric point of view, this problem is equivalent to that of embedding a simplex of points whose distances are maximal with respect to the Bures distance (or trace distance). We derive upper and lower bounds for the trace distance and for...
In the article we analyse how noisiness of quantum channels can influence the magic squares quantum pseudo-telepathy game. We show that the probability of success can be used to determine characteristics of quantum channels. Therefore the game deserves more careful study aiming at its implementation.
We present a quantum implementation of Parrondo's game with randomly switched
strategies using 1) a quantum walk as a source of ``randomness'' and 2) a
completely positive (CP) map as a randomized evolution. The game exhibits the
same paradox as in the classical setting where a combination of two losing
strategies might result in a winning strategy...
We propose a quantum implementation of a capital-dependent Parrondo's paradox that uses $O(\log_2(n))$ qubits, where $n$ is the number of Parrondo games. We present its implementation in the quantum computer language (QCL) and show simulation results.
We describe the quantum-octave package of functions useful for simulations of quantum algorithms and protocols. The presented package allows one to perform simulations with mixed states. We present numerical implementation of important quantum mechanical operations - partial trace and partial transpose. Those operations are used as building blocks...
Article presents package of functions for GNU Octave computer algebra system. Those functions were designed to perform simple but not necessary efficient simulations of quantum systems, especially quantum computers. The most important feature of this package is the ability to perform calculations with mixed states. We describe application of quantu...
Article presents general formulation of entanglement measures problem in terms of correlation function. Description of entanglement in probabilistic framework allow us to introduce new quantity which describes quantum and classical correlations. This formalism is applied to calculate bipartite and tripartite correlations in two special cases of ent...
Article presents general formulation of entanglement measures problem in
terms of correlation function. Description of entanglement in
probabilistic framework allow us to introduce new quantity which
describes quantum and classical correlations. This formalism is applied
to calculate bipartite and tripartite correlations in two special cases
of ent...
Streszczenie. W artykule zaprezentowane są podstawy obliczeń kwantowych. Odpowiedniość pomiędzy macierzami unitarnymi a ciągami elementów optycznych pozwala na zademonstrowanie kilku prostych kwantowych bramek logicznych. Przedstawiona jest symulacja optyczna algorytmu Grovera szybkiego wyszukiwania. Summary. The fundamentals of quantum computation...
Article presents fundamental concepts of quantum information processing. Some basic quantum logic gates commonly used in quantum algorithms are introduces. Also rules of construction of these gates with standard optical elements are presented. One of the quantum algorithms – Grover’s search algorithm – is discussed and its simulation is presented.
This article presents an algorithm for fast factorization on quantum computer. Quantum me-chanic introduces to information processing new effects that can be used to solve efficiently problems classical known as hard. Simon algorithm was one of the first proofs that quantum computer has some advantages over classical model of computation. Shor gene...
The problem of generating random quantum states is of a great interest from the quantum in-formation theory point of view. In this paper we present a package for Mathematica computing system harnessing a specific piece of hardware, namely Quantis quantum random number generator (QRNG), for investigating statistical properties of quantum states. The...
Projects
Projects (7)
The main goal of the project is to develop theoretical methods suitable for analysing the impact of quantum programme alternation – input data modification or imprecise implementation of the algorithm – on the efficiency of quantum algorithms. Quantum programme is a sequence of quantum operations and the quantum representation of input data which are sent to the quantum processor. In some cases, we can consider quantum programme alternation as an action of a malicious party, and in this scenario, we can understand it as an attack on a quantum processor or quantum program.