84 citations · 228 across the 17 of their papers we have counts for
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A Hybrid Quantum-Classical Paradigm to Mitigate Embedding Costs in Quantum Annealing---Abridged Version
Alastair A. Abbott, Cristian S. Calude, Michael J. Dinneen +1
Quantum annealing has shown significant potential as an approach to near-term quantum computing. Despite promising progress towards obtaining a quantum speedup, quantum annealers a…
Experimentally Probing the Algorithmic Randomness and Incomputability of Quantum Randomness
Alastair A. Abbott, Cristian S. Calude, Michael J. Dinneen +1
The advantages of quantum random number generators (QRNGs) over pseudo-random number generators (PRNGs) are normally attributed to the nature of quantum measurements. This is often…
Improved Mixed-Example Data Augmentation
Cecilia Summers, Michael J. Dinneen
In order to reduce overfitting, neural networks are typically trained with data augmentation, the practice of artificially generating additional training data via label-preserving…
A Hybrid Quantum-Classical Paradigm to Mitigate Embedding Costs in Quantum Annealing
Alastair A. Abbott, Cristian S. Calude, Michael J. Dinneen +1
Despite rapid recent progress towards the development of quantum computers capable of providing computational advantages over classical computers, it seems likely that such compute…