13 citations · 14 across the 3 of their papers we have counts for
5 papers
Beyond Ansätze: Learning Quantum Circuits as Unitary Operators
Bálint Máté, Bertrand Le Saux, Maxwell Henderson
This paper explores the advantages of optimizing quantum circuits on wires as operators in the unitary group . We run gradient-based optimization in the Lie algebra $\m…
Quantum versus Classical Generative Modelling in Finance
Brian Coyle, Maxwell Henderson, Justin Chan Jin Le +3
Finding a concrete use case for quantum computers in the near term is still an open question, with machine learning typically touted as one of the first fields which will be impact…
Methods for Accelerating Geospatial Data Processing Using Quantum Computers
Maxwell Henderson, Jarred Gallina, Michael Brett
Quantum computing is a transformative technology with the potential to enhance operations in the space industry through the acceleration of optimization and machine learning proces…
Optimizing the Optimizer: Decomposition Techniques for Quantum Annealing
Gideon Bass, Max Henderson, Joshua Heath +1
Although quantum computing hardware has evolved significantly in recent years, spurred by increasing industrial and government interest, the size limitation of current generation q…
Quanvolutional Neural Networks: Powering Image Recognition with Quantum Circuits
Maxwell Henderson, Samriddhi Shakya, Shashindra Pradhan +1
Convolutional neural networks (CNNs) have rapidly risen in popularity for many machine learning applications, particularly in the field of image recognition. Much of the benefit ge…