Challenges and opportunities of near-term quantum computing systems
The concept of quantum computing has inspired a whole new generation of scientists,
including physicists, engineers, and computer scientists, to fundamentally change the …
including physicists, engineers, and computer scientists, to fundamentally change the …
Generalization in quantum machine learning from few training data
Modern quantum machine learning (QML) methods involve variationally optimizing a
parameterized quantum circuit on a training data set, and subsequently making predictions …
parameterized quantum circuit on a training data set, and subsequently making predictions …
Theory of overparametrization in quantum neural networks
The prospect of achieving quantum advantage with quantum neural networks (QNNs) is
exciting. Understanding how QNN properties (for example, the number of parameters M) …
exciting. Understanding how QNN properties (for example, the number of parameters M) …
Tackling the qubit map** problem for NISQ-era quantum devices
G Li, Y Ding, Y **s for noisy intermediate-scale quantum computers
A massive gap exists between current quantum computing (QC) prototypes, and the size
and scale required for many proposed QC algorithms. Current QC implementations are …
and scale required for many proposed QC algorithms. Current QC implementations are …
[HTML][HTML] Quantum-assisted quantum compiling
Compiling quantum algorithms for near-term quantum computers (accounting for
connectivity and native gate alphabets) is a major challenge that has received significant …
connectivity and native gate alphabets) is a major challenge that has received significant …
Not all qubits are created equal: A case for variability-aware policies for NISQ-era quantum computers
Existing and near-term quantum computers are not yet large enough to support fault-
tolerance. Such systems with few tens to few hundreds of qubits are termed as Noisy …
tolerance. Such systems with few tens to few hundreds of qubits are termed as Noisy …
An efficient methodology for map** quantum circuits to the IBM QX architectures
In the past years, quantum computers more and more have evolved from an academic idea
to an upcoming reality. IBM's project IBM Q can be seen as evidence of this progress …
to an upcoming reality. IBM's project IBM Q can be seen as evidence of this progress …
Software mitigation of crosstalk on noisy intermediate-scale quantum computers
Crosstalk is a major source of noise in Noisy Intermediate-Scale Quantum (NISQ) systems
and is a fundamental challenge for hardware design. When multiple instructions are …
and is a fundamental challenge for hardware design. When multiple instructions are …