Characterizing Quantum Supremacy in Near-Term Devices
arXiv:1608.00263 · doi:10.1038/s41567-018-0124-x
Abstract
A critical question for the field of quantum computing in the near future is whether quantum devices without error correction can perform a well-defined computational task beyond the capabilities of state-of-the-art classical computers, achieving so-called quantum supremacy. We study the task of sampling from the output distributions of (pseudo-)random quantum circuits, a natural task for benchmarking quantum computers. Crucially, sampling this distribution classically requires a direct numerical simulation of the circuit, with computational cost exponential in the number of qubits. This requirement is typical of chaotic systems. We extend previous results in computational complexity to argue more formally that this sampling task must take exponential time in a classical computer. We study the convergence to the chaotic regime using extensive supercomputer simulations, modeling circuits with up to 42 qubits - the largest quantum circuits simulated to date for a computational task that approaches quantum supremacy. We argue that while chaotic states are extremely sensitive to errors, quantum supremacy can be achieved in the near-term with approximately fifty superconducting qubits. We introduce cross entropy as a useful benchmark of quantum circuits which approximates the circuit fidelity. We show that the cross entropy can be efficiently measured when circuit simulations are available. Beyond the classically tractable regime, the cross entropy can be extrapolated and compared with theoretical estimates of circuit fidelity to define a practical quantum supremacy test.
Increased circuit depth, added one author, updated references. 23 pages, 15 figures
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- ArsoNISQ: Analyzing Quantum Algorithms on Near-Term Architectures
- Quantum trails and memory effects in the phase space of chaotic quantum systems
- Quantifying spatio-temporal patterns in classical and quantum systems out of equilibrium
- Emergent unitary designs for encoded qubits from coherent errors and syndrome measurements
- Non-Haar random circuits form unitary designs as fast as Haar random circuits
- Augmented fidelities for single qubit gates
- Deviations from the Porter-Thomas Distribution due to Nonstatistical Decay below the Nd Neutron Separation Threshold
- Multireference error mitigation for quantum computation of chemistry
- Simulations of Quantum Circuits with Approximate Noise using qsim and Cirq
- Optimal Low-Depth Quantum Signal-Processing Phase Estimation
- Methods for Classically Simulating Noisy Networked Quantum Architectures
- Entanglement and energy transportation in the central-spin quantum battery
- Distributed Memory Techniques for Classical Simulation of Quantum Circuits
- Supercomputer simulations of transmon quantum computers
- Non-Clifford Cost of Random Unitaries
- Unravelling quantum chaos using persistent homology
- Approximate inverse measurement channel for shallow shadows
- Operating two exchange-only qubits in parallel
- On the Impact of Classical and Quantum Communication Networks Upon Modular Quantum Computing Architecture System Performance
- Quantum Circuit Simulation with Fast Tensor Decision Diagram
- Improved real-space parallelizable matrix-product state compression and its application to unitary quantum dynamics simulation
- Expanding variational quantum eigensolvers to larger systems by dividing the calculations between classical and quantum hardware
- Simon's algorithm in the NISQ cloud
- Fidelity decay and error accumulation in random quantum circuits
- The Second Moment of Hafnians in Gaussian Boson Sampling
- Efficiently verifiable quantum advantage on near-term analog quantum simulators
- Efficient approximation of experimental Gaussian boson sampling
- Exact spectral gaps of random one-dimensional quantum circuits
- Noise reducing encoding strategies for spin chains
- Robust quantum metrology with random Majorana constellations
- Probing Majorana Modes via Local Spin Dynamics
- Matrix concentration inequalities and efficiency of random universal sets of quantum gates
- Entanglement dynamics and Page curves in random permutation circuits
- Citizen Science Games on the Timeline of Quantum Games
- Demonstration of Maxwell Demon-assistant Einstein-Podolsky-Rosen Steering via Superconducting Quantum Processor
- Impact of dynamics, entanglement, and Markovian noise on the fidelity of few-qubit digital quantum simulation
- High performance Boson Sampling simulation via data-flow engines
- Efficient parameterised compilation for hybrid quantum programming
- TILT: Achieving Higher Fidelity on a Trapped-Ion Linear-Tape Quantum Computing Architecture
- Bit-Slicing the Hilbert Space: Scaling Up Accurate Quantum Circuit Simulation to a New Level
- Cutoff phenomenon and entropic uncertainty for random quantum circuits
- A Theory of Direct Randomized Benchmarking
- A diverse set of two-qubit gates for spin qubits in semiconductor quantum dots
- Architectures and random properties of symplectic quantum circuits
- Approximate Contraction of Arbitrary Tensor Networks with a Flexible and Efficient Density Matrix Algorithm
- Gluing Random Unitaries with Inverses and Applications to Strong Pseudorandom Unitaries
- Scalable quantum eraser for superconducting integrated circuits
- Bosonic randomized benchmarking with passive transformations
- Computability and Complexity of Unconventional Computing Devices
- Benchmarking the performance of a high-Q cavity qudit using random unitaries
- A practical guide for building superconducting quantum devices
- Boson sampling with ultracold atoms in a programmable optical lattice
- Partial projected ensembles and spatiotemporal structure of information scrambling
- Multipartite entanglement distribution in a topological photonic network
- Pseudorandom Unitaries in the Haar Random Oracle Model
- Polynomially restricted operator growth in dynamically integrable models
- Error Mitigation Thresholds in Noisy Random Quantum Circuits
- Q-fid: Quantum Circuit Fidelity Improvement with LSTM Networks
- Implementation of a quantum addressable router using superconducting qubits
- QRCC: Evaluating Large Quantum Circuits on Small Quantum Computers through Integrated Qubit Reuse and Circuit Cutting
- Scalable projected entangled-pair state representation of random quantum circuit states
- Secret extraction attacks against obfuscated IQP circuits
- Transforming the Lindblad Equation into a System of Linear Equations: Performance Optimization and Parallelization of an Algorithm
- Counting collisions in random circuit sampling for benchmarking quantum computers
- On Computational Complexity of Unitary and State Design Properties
- Efficient Mean-Field Simulation of Quantum Circuits Inspired by Density Functional Theory
- Pseudochaotic Many-Body Dynamics as a Pseudorandom State Generator
- Scalable Full-Stack Benchmarks for Quantum Computers
- Measurement-invisible quantum correlations in scrambling dynamics
- Continuous Variable Quantum Advantages and Applications in Quantum Optics
- Nonlinearity of the Fidelity in Open Qudit Systems: Gate and Noise Dependence in High-dimensional Quantum Computing
- Fast quantum circuit simulation using hardware accelerated general purpose libraries
- Really Small Shoe Boxes - On Realistic Quantum Resource Estimation
- Noise tolerance via reinforcement: Learning a reinforced quantum dynamics
- Rewindable Quantum Computation and Its Equivalence to Cloning and Adaptive Postselection
- Quantum Circuit Unoptimization
- Fundamental solutions of heat equation on unitary groups establish an improved relation between -nets and approximate unitary -designs
- Revealing quantum operator scrambling via measuring Holevo information on digital quantum simulators
- Quantum Circuit Pruning: Improving Fidelity via Compilation-Aware Circuit Approximation
- Anticoncentration in Clifford Circuits and Beyond: From Random Tensor Networks to Pseudo-Magic States
- A CMOS-compatible Ising Machine with Bistable Nodes
- Instantaneous Quantum Polynomial-Time Sampling and Verifiable Quantum Advantage: Stabilizer Scheme and Classical Security
- Characterization of multi-level dynamics and decoherence in a high-anharmonicity capacitively shunted flux circuit
- Efficient 2D Tensor Network Simulation of Quantum Systems
- Information phases of partial projected ensembles generated from random quantum states and scrambling dynamics
- Generalized Cross-Entropy Benchmarking for Random Circuits with Ergodicity
- Sampling random quantum circuits: a pedestrian's guide
- Speedup in Classical Simulation of Gaussian Boson Sampling
- Machine Learning Kernel Method from a Quantum Generative Model
- Estimating time in quantum chaotic systems and black holes
- Sampling and the complexity of nature
- Markov Gap and Bound Entanglement in Haar Random State
- Interactive quantum advantage with noisy, shallow Clifford circuits
- On the Optimal Linear Contraction Order of Tree Tensor Networks, and Beyond
- Blockwise Optimization for Projective Variational Quantum Dynamics (BLOP-VQD): Algorithm and Implementation for Lattice Systems
- Nonequilibrium quantum dynamics of partial symmetry breaking for ultracold bosons in an optical lattice ring trap
- Quantum Resource Management in the NISQ Era: Challenges, Vision, and a Runtime Framework
- Do mixed states exhibit deep thermalisation?
- Shallow quantum circuit for generating extremely low-entangled approximate state designs
- Toward quantum scaling advantage in approximate optimization
- Validating multi-photon quantum interference with finite data
- Quantum coherence and counterdiabatic quantum computing
- Quantum-inspired memory-enhanced stochastic algorithms
- Quantum computation capability verification protocol for NISQ devices with dihedral coset problem
- Benchmarking quantum devices beyond classical capabilities
- A Multilayer Network Approach to Quantum Computing
- Why the Equifax Breach Should Not Have Mattered
- Principles of quantum functional testing
- Robust and optimal loading of general classical data into quantum computers
- Comment on the Quantum Supremacy Claim by Google
- More global randomness from less-random local gates
- Resourcefulness of non-classical continuous-variable quantum gates
- Quantum distance-based classifier with constant size memory, distributed knowledge and state recycling
- Special-Purpose Quantum Processor Design
- High-performance parallel classical scheme for simulating shallow quantum circuits
- Low-latency machine learning FPGA accelerator for multi-qubit-state discrimination
- Logical Abstractions for Noisy Variational Quantum Algorithm Simulation
- Quantum Oracle Separations from Complex but Easily Specified States
- Diagnosing crosstalk in large-scale QPUs using zero-entropy classical shadows
- PyQBench: a Python library for benchmarking gate-based quantum computers
- Quantum Chaos and Universal Trotterisation Behaviours in Digital Quantum Simulations
- The limits of quantum circuit simulation with low precision arithmetic
- Evaluating NISQ Devices with Quadratic Nonresidues
- Quantum Computation
- Polynomial speedup in Torontonian calculation by a scalable recursive algorithm
- Statistical Analysis of Quantum Annealing
- Hardness of efficiently generating ground states in postselected quantum computation
- Quantum Algorithm for a Convergent Series of Approximations towards the Exact Solution of the Lowest Eigenstates of a Hamiltonian
- Biological implications of possible unattainability of comprehensive, molecular-resolution, real-time, volume imaging of the living cell
- Testing Quantum and Simulated Annealers on the Drone Delivery Packing Problem
- AccQOC: Accelerating Quantum Optimal Control Based Pulse Generation
- Observation of strong and weak thermalization in a superconducting quantum processor
- Moments of Quantum Channel Ensembles
- Multi-GPU Quantum Circuit Simulation and the Impact of Network Performance
- Noisy Monitored Quantum Circuits
- Structural encoding with classical codes for computational-basis bit-flip correction in the early fault-tolerant regime
- Fock space prethermalization and time-crystalline order on a quantum processor
- Boosting Gaussian Boson Sampling using Optical Parametric Amplification Networks
- Topology-Aware Block Coordinate Descent for Qubit Frequency Allocation of Superconducting Quantum Processors