Efficient classical simulation of random shallow 2D quantum circuits
arXiv:2001.00021 · doi:10.1103/PhysRevX.12.021021
Abstract
Random quantum circuits are commonly viewed as hard to simulate classically. In some regimes this has been formally conjectured, and there had been no evidence against the more general possibility that for circuits with uniformly random gates, approximate simulation of typical instances is almost as hard as exact simulation. We prove that this is not the case by exhibiting a shallow circuit family with uniformly random gates that cannot be efficiently classically simulated near-exactly under standard hardness assumptions, but can be simulated approximately for all but a superpolynomially small fraction of circuit instances in time linear in the number of qubits and gates. We furthermore conjecture that sufficiently shallow random circuits are efficiently simulable more generally. To this end, we propose and analyze two simulation algorithms. Implementing one of our algorithms numerically, we give strong evidence that it is efficient both asymptotically and, in some cases, in practice. To argue analytically for efficiency, we reduce the simulation of 2D shallow random circuits to the simulation of a form of 1D dynamics consisting of alternating rounds of random local unitaries and weak measurements -- a type of process that has generally been observed to undergo a phase transition from an efficient-to-simulate regime to an inefficient-to-simulate regime as measurement strength is varied. Using a mapping from quantum circuits to statistical mechanical models, we give evidence that a similar computational phase transition occurs for our algorithms as parameters of the circuit architecture like the local Hilbert space dimension and circuit depth are varied.
83 pages, 17 figures. v2: minor fixes and clarifications, added a reference
References in corpus (33)
- Supplementary information for "Quantum supremacy using a programmable superconducting processor"
- Quantum computational advantage using photons
- Strong quantum computational advantage using a superconducting quantum processor
- Matrix product states represent ground states faithfully
- Entropy scaling and simulability by Matrix Product States
- Critical properties of the measurement-induced transition in random quantum circuits
- Aspects of generic entanglement
- Classical simulation of commuting quantum computations implies collapse of the polynomial hierarchy
- Entanglement phase transitions in measurement-only dynamics
- Measurement-induced topological entanglement transitions in symmetric random quantum circuits
- Statistical mechanics of quantum error correcting codes
- Measurement Protected Quantum Phases
- Measurement and entanglement phase transitions in all-to-all quantum circuits, on quantum trees, and in Landau-Ginsburg theory
- Postselection-free entanglement dynamics via spacetime duality
- Measurement-induced quantum criticality under continuous monitoring
- Self-Organized Error Correction in Random Unitary Circuits with Measurement
- Measurement-induced criticality in (2+1)-d hybrid quantum circuits
- The Dynamics of 1D Quantum Spin Systems Can Be Approximated Efficiently
- Conformal invariance and quantum non-locality in critical hybrid circuits
- Universality of entanglement transitions from stroboscopic to continuous measurements
- Measurement-induced entanglement transitions in many-body localized systems
- Quantum Supremacy for Simulating A Translation-Invariant Ising Spin Model
- Moments and Cumulants of Polynomial random variables on unitary groups, the Itzykson-Zuber integral and free probability
- How Dynamical Quantum Memories Forget
- Emergence of typical entanglement in two-party random processes
- Unitary designs from statistical mechanics in random quantum circuits
- Classical simulatability, entanglement breaking, and quantum computation thresholds
- Phase transition of computational power in the resource states for one-way quantum computation
- Gaussian Noise Sensitivity and BosonSampling
- Dynamics of Rényi entanglement entropy in diffusive qudit systems
- Holographic quantum simulation
- Noise-resilient preparation of quantum many-body ground states
- Can Chaotic Quantum Circuits Maintain Quantum Supremacy under Noise?
Cited by in corpus (76)
- Observation of measurement-induced quantum phases in a trapped-ion quantum computer
- Statistical mechanics of quantum error correcting codes
- Postselection-free entanglement dynamics via spacetime duality
- Conformal invariance and quantum non-locality in critical hybrid circuits
- Computational advantage of quantum random sampling
- Universality of entanglement transitions from stroboscopic to continuous measurements
- Fractal, logarithmic and volume-law entangled non-thermal steady states via spacetime duality
- Measurement-induced entanglement transitions in many-body localized systems
- Nishimori's cat: stable long-range entanglement from finite-depth unitaries and weak measurements
- Efficient classical simulation of noisy random quantum circuits in one dimension
- Topological transitions with continuously monitored free fermions
- Random quantum circuits anti-concentrate in log depth
- Dynamical purification and the emergence of quantum state designs from the projected ensemble
- A polynomial-time classical algorithm for noisy random circuit sampling
- Computational power of one- and two-dimensional dual-unitary quantum circuits
- Correlations in Perturbed Dual-Unitary Circuits: Efficient Path-Integral Formula
- Disordered monitored free fermions
- Dynamical Magic Transitions in Monitored Clifford+T Circuits
- Probing post-measurement entanglement without post-selection
- Boundaries of quantum supremacy via random circuit sampling
- Tight bounds on the convergence of noisy random circuits to the uniform distribution
- Fermion Sampling: a robust quantum computational advantage scheme using fermionic linear optics and magic input states
- Diagnosing entanglement dynamics in noisy and disordered spin chains via the measurement-induced steady-state entanglement transition
- Noise and the frontier of quantum supremacy
- Finite-time teleportation phase transition in random quantum circuits
- Measurement induced entanglement transition in two dimensional shallow circuit
- Decodable hybrid dynamics of open quantum systems with Z_2 symmetry
- Monitored fermions with conserved charge
- Simulating Noisy Variational Quantum Algorithms: A Polynomial Approach
- Diagrammatic method for many-body non-Markovian dynamics: memory effects and entanglement transitions
- Surface codes, quantum circuits, and entanglement phases
- Measurement induced transitions in non-Markovian free fermion ladders
- Postselection-free learning of measurement-induced quantum dynamics
- Classically estimating observables of noiseless quantum circuits
- Entanglement Phases in large-N hybrid Brownian circuits with long-range couplings
- Quantum Convolutional Neural Networks are Effectively Classically Simulable
- Efficient sampling of noisy shallow circuits via monitored unraveling
- Experimental demonstration of scalable cross-entropy benchmarking to detect measurement-induced phase transitions on a superconducting quantum processor
- Opening the Black Box Inside Grover's Algorithm
- Atomic Quantum Technologies for Quantum Matter and Fundamental Physics Applications
- Renormalization group for measurement and entanglement phase transitions
- The minimal canonical form of a tensor network
- Universal structure of measurement-induced information in many-body ground states
- Simulating quantum circuits using efficient tensor network contraction algorithms with subexponential upper bound
- Continuous-time dynamics and error scaling of noisy highly-entangling quantum circuits
- Robust sparse IQP sampling in constant depth
- Simulating 2D topological quantum phase transitions on a digital quantum computer
- Emulating Quantum Interference with Generalized Ising Machines
- Sign problem in tensor network contraction
- Random insights into the complexity of two-dimensional tensor network calculations
- Exploring Shallow-Depth Boson Sampling: Towards Scalable Quantum Supremacy
- Entanglement entropy scaling of noisy random quantum circuits in two dimensions
- Forbidden subspaces for level-1 QAOA and IQP circuits
- Measurement-induced entanglement and complexity in random constant-depth 2D quantum circuits
- Benchmarking a boson sampler with Hamming nets
- Quantum complexity phase transitions in monitored random circuits
- Phase transition in von Neumann entanglement entropy from replica symmetry breaking
- Designs from magic-augmented Clifford circuits
- Roadmap for quantum simulation of the fractional quantum Hall effect
- Flow to Nishimori universality in weakly monitored quantum circuits with qubit loss
- The resource theory of tensor networks
- Phase transitions in sampling and error correction in local Brownian circuits
- Integrability of Goldilocks quantum cellular automata
- Emergent unitary designs for encoded qubits from coherent errors and syndrome measurements
- Classical simulability of Clifford+T circuits with Clifford-augmented matrix product states
- Random Quantum Circuits with Time-Reversal Symmetry
- Classical simulation of bosonic linear-optical random circuits beyond linear light cone
- Efficient approximation of experimental Gaussian boson sampling
- Extending Classically Simulatable Bounds of Clifford Circuits with Nonstabilizer States via Framed Wigner Functions
- Quantum Entanglement Phase Transitions and Computational Complexity: Insights from Ising Models
- Revisiting Nishimori multicriticality through the lens of information measures
- Sampling and the complexity of nature
- Field theory of charge sharpening in symmetric monitored quantum circuits
- Post-measurement Quantum Monte Carlo
- Measurement-induced entanglement in noisy 2D random circuits
- Evolutionary reduction of the laser noise impact on quantum gates