344 citations · 1.9k across the 37 of their papers we have counts for
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Quantum Neuron: an elementary building block for machine learning on quantum computers
Yudong Cao, Gian Giacomo Guerreschi, Alán Aspuru-Guzik
Even the most sophisticated artificial neural networks are built by aggregating substantially identical units called neurons. A neuron receives multiple signals, internally combine…
Two-step approach to scheduling quantum circuits
Gian Giacomo Guerreschi, Jongsoo Park
As the effort to scale up existing quantum hardware proceeds, it becomes necessary to schedule quantum gates in a way that minimizes the number of operations. There are three const…
Practical optimization for hybrid quantum-classical algorithms
Gian Giacomo Guerreschi, Mikhail Smelyanskiy
A novel class of hybrid quantum-classical algorithms based on the variational approach have recently emerged from separate proposals addressing, for example, quantum chemistry and…