Search Results for author:
Found 6 papers, 3 papers with code
Establishing the Quantum Supremacy Frontier with a 281 Pflop/s Simulation
Noisy Intermediate-Scale Quantum (NISQ) computers aim to perform computational tasks beyond the capabilities of the most powerful classical computers, thereby achieving "Quantum Supremacy", a major milestone in quantum computing.
Quantum Physics Computational Complexity Computational Physics
A flexible high-performance simulator for verifying and benchmarking quantum circuits implemented on real hardware
Here we present qFlex, a flexible tensor network based quantum circuit simulator.
Quantum Physics
From the Quantum Approximate Optimization Algorithm to a Quantum Alternating Operator Ansatz
The essence of this extension, the Quantum Alternating Operator Ansatz, is the consideration of general parametrized families of unitaries rather than only those corresponding to the time-evolution under a fixed local Hamiltonian for a time specified by the parameter.
Quantum Physics
Opportunities and challenges for quantum-assisted machine learning in near-term quantum computers
We argue that to reach this target, the focus should be on areas where ML researchers are struggling, such as generative models in unsupervised and semi-supervised learning, instead of the popular and more tractable supervised learning techniques.
Quantum Physics Emerging Technologies
Quantum-Assisted Learning of Hardware-Embedded Probabilistic Graphical Models
Mainstream machine-learning techniques such as deep learning and probabilistic programming rely heavily on sampling from generally intractable probability distributions.
A Quantum Annealing Approach for Fault Detection and Diagnosis of Graph-Based Systems
Diagnosing the minimal set of faults capable of explaining a set of given observations, e. g., from sensor readouts, is a hard combinatorial optimization problem usually tackled with artificial intelligence techniques.
Quantum Physics
