Quantum stochastic processes and quantum non-Markovian phenomena
arXiv:2012.01894 · doi:10.1103/PRXQuantum.2.030201
Abstract
The field of classical stochastic processes forms a major branch of mathematics. They are, of course, also very well studied in biology, chemistry, ecology, geology, finance, physics, and many more fields of natural and social sciences. When it comes to quantum stochastic processes, however, the topic is plagued with pathological issues that have led to fierce debates amongst researchers. Recent developments have begun to untangle these issues and paved the way for generalizing the theory of classical stochastic processes to the quantum domain without ambiguities. This tutorial details the structure of quantum stochastic processes, in terms of the modern language of quantum combs, and is aimed at students in quantum physics and quantum information theory. We begin with the basics of classical stochastic processes and generalize the same ideas to the quantum domain. Along the way, we discuss the subtle structure of quantum physics that has led to troubles in forming an overarching theory for quantum stochastic processes. We close the tutorial by laying out many exciting problems that lie ahead in this branch of science.
arXiv comment69 pages, 33 figures. Comments welcome!
References in corpus (284)
- Gaussian Quantum Information
- Entanglement detection
- From Quantum Chaos and Eigenstate Thermalization to Statistical Mechanics and Thermodynamics
- A Practical Introduction to Tensor Networks: Matrix Product States and Projected Entangled Pair States
- Decoherence Free Subspaces for Quantum Computation
- Dynamical Decoupling of Open Quantum Systems
- Measure for the Degree of Non-Markovian Behavior of Quantum Processes in Open Systems
- Non-Markovian dynamics in open quantum systems
- Environment-Assisted Quantum Walks in Photosynthetic Energy Transfer
- The Role of Relative Entropy in Quantum Information Theory
- Matrix Product Density Operators: Simulation of finite-T and dissipative systems
- The foundations of statistical mechanics from entanglement: Individual states vs. averages
- Entanglement and non-Markovianity of quantum evolutions
- Quantum Non-Markovianity: Characterization, Quantification and Detection
- Quantum many-body scars
- Dephasing assisted transport: Quantum networks and biomolecules
- Quantum trajectories and open many-body quantum systems
- Dynamical Quantum Phase Transitions in the Transverse Field Ising Model
- Prescription for experimental determination of the dynamics of a quantum black box
- Unified View of Quantum and Classical Correlations
- Measurement-Induced Phase Transitions in the Dynamics of Entanglement
- Complete Characterization of a Quantum Process: the Two-Bit Quantum Gate
- Quantum correlations with no causal order
- Highly efficient energy excitation transfer in light-harvesting complexes: The fundamental role of noise-assisted transport
- Mixed-state dynamics in one-dimensional quantum lattice systems: a time-dependent superoperator renormalization algorithm
- A short introduction to the Lindblad Master Equation
- Quantum Metrology in Non-Markovian Environments
- Quantum mechanical evolution towards thermal equilibrium
- Assessing non-Markovian dynamics
- Experimental control of the transition from Markovian to non-Markovian dynamics of open quantum systems
- Quantum Darwinism
- Quantum Fisher Information Flow in Non-Markovian Processes of Open Systems
- Cavity Loss Induced Generation of Entangled Atoms
- Quantum computations without definite causal structure
- Theoretical framework for quantum networks
- Quantum process tomography of a controlled-NOT gate
- Measure for the Non-Markovianity of Quantum Processes
- Efficient simulation of strong system-environment interactions
- Computational Mechanics: Pattern and Prediction, Structure and Simplicity
- Non-Markovian Quantum State Diffusion
- Leggett-Garg Inequalities
- Hand-waving and Interpretive Dance: An Introductory Course on Tensor Networks
- Demonstration of qubit operations below a rigorous fault tolerance threshold with gate set tomography
- Quantum Circuits Architecture
- Efficient non-Markovian quantum dynamics using time-evolving matrix product operators
- Structure of states which satisfy strong subadditivity of quantum entropy with equality
- Canonical form of master equations and characterization of non-Markovianity
- Open system dynamics with non-Markovian quantum trajectories
- Entanglement Certification From Theory to Experiment
- On the degree of non-Markovianity of quantum evolution
- Concepts of quantum non-Markovianity: a hierarchy
- Ancilla-assisted quantum process tomography
- Universal Control of Decoupled Quantum Systems
- Transforming quantum operations: quantum supermaps
- Noise-assisted energy transfer in quantum networks and light-harvesting complexes
- Non-Markovian quantum processes: complete framework and efficient characterisation
- Quantum channels and memory effects
- Stochastic wave function method for non-Markovian quantum master equations
- Non-Markovian quantum jumps
- Symmetrizing Evolutions
- Thermalizing Quantum Machines: Dissipation and Entanglement
- Vanishing quantum discord is necessary and sufficient for completely positive maps
- Experimental Superposition of Orders of Quantum Gates
- Tomography of Quantum Operations
- Quantum states and generalized observables: a simple proof of Gleason's theorem
- Dividing Quantum Channels
- The non-Markovian stochastic Schrodinger equation for open systems
- Operational Markov condition for quantum processes
- Experimental Verification of an Indefinite Causal Order
- On measures of non-Markovianity: divisibility vs. backflow of information
- Quantum conditional mutual information and approximate Markov chains
- Non-Markovian dynamics in a spin star system: Exact solution and approximation techniques
- Non-Markovian quantum dynamics: local versus non-local
- Markovian Master Equations: A Critical Study
- Quantum causal modelling
- Enhanced communication with the assistance of indefinite causal order
- Quantum Error Correction
- Indefinite Causal Order in a Quantum Switch
- Quantum Channels with Memory
- Quantum simulation of open-system dynamical maps with trapped ions
- Entanglement and entangling power of the dynamics in light-harvesting complexes
- Modeling heat transport through completely positive maps
- Completely Positive Maps and Classical Correlations
- Non-Markovian Dynamical Maps: Numerical Processing of Open Quantum Trajectories
- Efficient learning of quantum noise
- Quantum common causes and quantum causal models
- Non-Markovianity assisted Steady State Entanglement
- Inequalities for Quantum Entropy: A Review with Conditions for Equality
- Markovian and non-Markovian dynamics in quantum and classical systems
- Non-Markovianity through accessible information
- Dynamics of initially entangled open quantum systems
- Quantum Process Tomography of the Quantum Fourier Transform
- Completely Positive Post-Markovian Master Equation via a Measurement Approach
- Collision-model-based approach to non-Markovian quantum dynamics
- Dynamics of open quantum systems initially entangled with environment: Beyond the Kraus representation
- Procedures for Converting among Lindblad, Kraus and Matrix Representations of Quantum Dynamical Semigroups
- Exploiting the causal tensor network structure of quantum processes to efficiently simulate non-Markovian path integrals
- Memory Effects In Nonequilibrium Quantum Impurity Models
- Monotonicity of quantum relative entropy revisited
- Memory effects in quantum channel discrimination
- Quantifying causal influences
- Finding the Kraus decomposition from a master equation and vice versa
- Qubit noise spectroscopy for non-Gaussian dephasing environments
- Witness for initial system-environment correlations in open system dynamics
- Comparative study of non-Markovianity measures in exactly solvable one and two qubit models
- The SLH framework for modeling quantum input-output networks
- Causal and causally separable processes
- Demonstration of non-Markovian process characterisation and control on a quantum processor
- A Brief History of the GKLS Equation
- Master equations for correlated quantum channels
- Accuracy Assessment of Perturbative Master Equations -- Embracing Non-Positivity
- Strong Coupling Thermodynamics of Open Quantum Systems
- Completely Positive Divisibility Does Not Mean Markovianity
- Multiqubit Spectroscopy of Gaussian Quantum Noise
- Self-guided quantum tomography
- Recoverability in quantum information theory
- Physical accessibility of non-completely positive maps
- Non-Markovianity, Loschmidt echo and criticality: a unified picture
- Zeno effect for quantum computation and control
- Occam's Quantum Razor: How Quantum Mechanics can reduce the complexity of classical models
- Collision model for non-Markovian quantum dynamics
- Unital Quantum Channels - Convex Structure and Revivals of Birkhoff's Theorem
- Kraus representation of quantum evolution and fidelity as manifestations of Markovian and non-Markovian avataras
- Simulating open quantum dynamics with time-dependent variational matrix product states: Towards microscopic correlation of environment dynamics and reduced system evolution
- Non-Markovianity and negative entropy production rates
- An alternative non-Markovianity measure by divisibility of dynamical map
- All (qubit) decoherences: Complete characterization and physical implementation
- Quantum regression theorem and non-Markovianity of quantum dynamics
- Semicausal operations are semilocalizable
- Non-Markovianity and System-Environment Correlations in a microscopic collision model
- Simulation of indivisible qubit channels in collision models
- Complete parameterization, and invariance, of diffusive quantum trajectories for Markovian open systems
- Time Dependent Markovian Quantum Master Equation
- Local Detection of Quantum Correlations with a Single Trapped Ion
- Machine learning non-Markovian quantum dynamics
- On complete positivity, Markovianity, and the quantum data-processing inequality, in the presence of initial system-environment correlations
- Experimental investigation of initial system-environment correlations via trace distance evolution
- Quantum Tomography Protocols with Positivity are Compressed Sensing Protocols
- A resource theory of quantum memories and their faithful verification with minimal assumptions
- Collision models in quantum optics
- Non-Markovianity degree for random unitary evolution
- Nakajima-Zwanzig versus time-convolutionless master equation for the non-Markovian dynamics of a two-level system
- Structure of completely positive quantum master equations with memory kernel
- Imprinting a complete information about a quantum channel on its output state
- Open system quantum dynamics with correlated initial states, not completely positive maps and non-Markovianity
- Eternal non-Markovianity: from random unitary to Markov chain realisations
- Robustness of quantum Markov chains
- Pure-state quantum trajectories for general non-Markovian systems do not exist
- Operational approach to open dynamics and quantifying initial correlations
- Equivalence between divisibility and monotonic decrease of information in classical and quantum stochastic processes
- Communicating via ignorance: Increasing communication capacity via superposition of order
- Divisibility of quantum dynamical maps and collision models
- Thermodynamic meaning and power of non-Markovianity
- Multivariate Trace Inequalities
- Dynamical role of system-environment correlations in non-Markovian dynamics
- Non-Markovian stochastic Schrödinger equations: Generalization to real-valued noise using quantum measurement theory
- Repeated interactions and quantum stochastic thermodynamics at strong coupling
- Non-Markovianity of colored noisy channels
- When is a non-Markovian quantum process classical?
- Spin chains and channels with memory
- Noise-enhanced classical and quantum capacities in communication networks
- Simulation complexity of open quantum dynamics: Connection with tensor networks
- Efficient simulation of non-Markovian system-environment interaction
- Divisibility and Information Flow Notions of Quantum Markovianity for Noninvertible Dynamical Maps
- Detecting nonclassical system-environment correlations by local operations
- An introduction to operational quantum dynamics
- Generalized master equations leading to completely positive dynamics
- Characterizing quantum dynamics with initial system-environment correlations
- The complexity of energy eigenstates as a mechanism for equilibration
- Vanishing quantum discord is not necessary for completely-positive maps
- Kolmogorov extension theorem for (quantum) causal modelling and general probabilistic theories
- Causal structures from entropic information: Geometry and novel scenarios
- Non-Markovianity, coherence and system-environment correlations in a long-range collision model
- Quantum Markov Order
- A purification postulate for quantum mechanics with indefinite causal order
- An operational approach to quantum stochastic thermodynamics
- The Structure of Quantum Stochastic Processes with Finite Markov Order
- The interpretation of non-Markovian stochastic Schrödinger equations as a hidden-variable theory
- Long-time memory in non-Markovian evolutions
- Coherence and non-classicality of quantum Markov processes
- Non-Markovian quantum dynamics: What is it good for?
- Optimal quantum networks and one-shot entropies
- Non-Markov Enhancement of Maximum Power for Quantum Thermal Machines
- The Operator Tensor Formulation of Quantum Theory
- Non-Markovian quantum dynamics: What does it mean?
- A practical, unitary simulator for non-Markovian complex processes
- Detecting non-Markovianity of quantum evolution via spectra of dynamical maps
- Precisely timing dissipative quantum information processing
- Classical quantum stochastic processes
- Multiple-time correlation functions for non-Markovian interaction: Beyond the Quantum Regression Theorem
- Superdensity Operators for Spacetime Quantum Mechanics
- Driven quantum dynamics: will it blend?
- Dynamical decoupling efficiency versus quantum non-Markovianity
- Controllable Non-Markovianity for a Spin Qubit in Diamond
- Non-Markovian master equations from piecewise dynamics
- Heat flux dynamics in dissipative cascaded systems
- Quantum Computing in Plato's Cave
- Analysing correlated noise on the surface code using adaptive decoding algorithms
- Simulating generic spin-boson models with matrix product states
- Universal recovery map for approximate Markov chains
- Tomographically reconstructed master equations for any open quantum dynamics
- Updating the Born rule
- Computational Mechanics of Input-Output Processes: Structured transformations and the -transducer
- Stochastic jump processes for non-Markovian quantum dynamics
- Distinguishing decoherence from alternative quantum theories by dynamical decoupling
- Tensor network based machine learning of non-Markovian quantum processes
- A dynamical model for quantum memory channels
- Coherent open-loop optimal control of light-harvesting dynamics
- Measuring and using non-markovianity
- Post-Markov master equation for the dynamics of open quantum systems
- Experimental quantum processing enhancement in modelling stochastic processes
- Non-Markovian probes in ultracold gases
- Generalized Pauli channels and a class of non-Markovian quantum evolution
- The role of preparation in quantum process tomography
- Operational General Relativity: Possibilistic, Probabilistic, and Quantum
- Quantum Zeno Dynamics from General Quantum Operations
- Non Markovian Quantum Repeated Interactions and Measurements
- Non-equilibrium quantum transport coefficients and the transient dynamics of full counting statistics in the strong coupling and non-Markovian regimes
- Quantum speedup in the identification of cause-effect relations
- Experimental realization of high-fidelity teleportation via non-Markovian open quantum system
- Operational Characterization of Divisibility of Dynamical Maps
- Almost Markovian processes from closed dynamics
- Unification of witnessing initial system-environment correlations and witnessing non-Markovianity
- Information flow versus divisibility for qubit evolution
- Reconstructing open quantum system dynamics with limited control
- Positivity in the presence of initial system-environment correlation
- Structure of temporal correlations of a qubit
- Preparation of states in open quantum mechanics
- General structure of quantum collisional models
- Nonconvexity of the relative entropy for Markov dynamics: A Fisher information approach
- Quantum advantage in simulating stochastic processes
- Divisibility of qubit channels and dynamical maps
- Master equation for cascade quantum channels: a collisional approach
- Quantum non-Markovian piecewise dynamics from collision models
- Tensor power of dynamical maps and P- vs. CP-divisibility
- Resource theories of multi-time processes: A window into quantum non-Markovianity
- Quantum probes to assess correlations in a composite system
- Using quantum theory to reduce the complexity of input-output processes
- Markovian semigroup from non-Markovian evolutions
- On the dynamics of initially correlated open quantum systems: theory and applications
- Rate operator unravelling for open quantum system dynamics
- Genuine Multipartite Entanglement in Time
- A quantum causal discovery algorithm
- Causation does not explain contextuality
- Local witness for bipartite quantum discord
- Dynamical Decoupling of Unbounded Hamiltonians
- Unbounded memory advantage in stochastic simulation using quantum mechanics
- The interplay between local and non-local master equations: exact and approximated dynamics
- Response functions as quantifiers of non-Markovianity
- Hidden non-Markovianity in open quantum systems
- Orthogonality relations in Quantum Tomography
- Reduced dynamical maps in the presence of initial correlations
- Thermodynamics of Quantum Causal Models: An Inclusive, Hamiltonian Approach
- Matrix Product States for Quantum Stochastic Modelling
- Causal Asymmetry in a Quantum World
- Quantum Markovianity as a supervised learning task
- Markovianization with approximate unitary designs
- Memory cost of temporal correlations
- Many body physics and the capacity of quantum channels with memory
- Non-Markovian quantum control as coherent stochastic trajectories
- Memory kernel and divisibility of Gaussian Collisional Models
- Stochastic thermodynamics with arbitrary interventions
- Process reconstruction: From unphysical to physical maps via maximum likelihood
- Non-Markovianity, information backflow and system-environment correlation for open-quantum-system processes
- Physical realizations of quantum operations
- Local in time master equations with memory effects: Applicability and interpretation
- Time deformations of master equations
- Pauli semigroups and unistochastic quantum channels
- Witnessing non-Markovian dynamics through correlations
- Quantum superpositions of "common-cause" and "direct-cause" causal structures
- Dissipative generators, divisible dynamical maps and Kadison-Schwarz inequality
- Quantum renewal processes
- Evolution equations for quantum semi-Markov dynamics
- Equilibration on average in quantum processes with finite temporal resolution
- The Complexity of Divisibility
- Memory Effects in Quantum Processes
- Memory effects in a quasi-periodic Fermi lattice
- Non-Markovianity of the Post Markovian Master Equation
- The Scaling of Weak Field Phase-Only Control in Markovian Dynamics
- Monogamy of Temporal Correlations: Witnessing non-Markovianity Beyond Data Processing
- Quantum Stochastic Processes and the Modelling of Quantum Noise
- The transition from non-Markovian to Markovian dynamics for generic environments
- Information-Theoretic Meaning of Quantum Information Flow and Its Applications to Amplitude Amplification Algorithms
- Dimension truncation for open quantum systems in terms of tensor networks
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- First and Second Law of Quantum Thermodynamics: A Consistent Derivation Based on a Microscopic Definition of Entropy
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- Deterministic transformations between unitary operations: Exponential advantage with adaptive quantum circuits and the power of indefinite causality
- OQuPy: A Python package to efficiently simulate non-Markovian open quantum systems with process tensors
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