1.3k citations · 4k across the 62 of their papers we have counts for
7 papers · 1 filter
Entanglement and coherence in pure and doped Posner molecules
Betony Adams, Ilya Sinayskiy, Shivang Agarwal +1
The potential role of spin in biological systems is a primary topic in quantum biology. However, much of this research focuses on electron spin. A recent hypothesis suggests that n…
Quantitative Comparison of Nearest Neighbor Search Algorithms
Hanitriniala Malalatiana Rakotondrasoa, Martin Bucher, Ilya Sinayskiy
We compare the performance of three nearest neighbor search algorithms: the Orchard, ball tree, and VP-tree algorithms. These algorithms are commonly used for nearest-neighbor sear…
QAOA Performance in Noisy Devices: The Effect of Classical Optimizers and Ansatz Depth
Aidan Pellow-Jarman, Shane McFarthing, Ilya Sinayskiy +3
The Quantum Approximate Optimization Algorithm (QAOA) is a variational quantum algorithm for Near-term Intermediate-Scale Quantum computers (NISQ) providing approximate solutions f…
A Multi-Class SWAP-Test Classifier
S M Pillay, I Sinayskiy, E Jembere +1
Multi-class classification problems are fundamental in many varied domains in research and industry. To solve multi-class classification problems, heuristic strategies such as One-…
Hybrid Genetic Optimisation for Quantum Feature Map Design
Rowan Pellow-Jarman, Anban Pillay, Ilya Sinayskiy +1
Kernel methods are an important class of techniques in machine learning. To be effective, good feature maps are crucial for mapping non-linearly separable input data into a higher…
Classical Ensembles of Single-Qubit Quantum Variational Circuits for Classification
Shane McFarthing, Anban Pillay, Ilya Sinayskiy +1
The quantum asymptotically universal multi-feature (QAUM) encoding architecture was recently introduced and showed improved expressivity and performance in classifying pulsar stars…
Digital Simulation of Single Qubit Markovian Open Quantum Systems: A Tutorial
I J David, I Sinayskiy, F Petruccione
One of the first proposals for the use of quantum computers was the simulation of quantum systems. Over the past three decades, great strides have been made in the development of a…