10 citations · 15 across the 8 of their papers we have counts for
8 papers
Optimized Quantum Embedding: A Universal Minor-Embedding Framework for Large Complete Bipartite Graph
Salvatore Sinno, Thomas Groß, Nicholas Chancellor +2
Minor embedding is essential for mapping largescale combinatorial problems onto quantum annealers, particularly in quantum machine learning and optimization. This work presents an…
Quantum Machine Learning in Precision Medicine and Drug Discovery -- A Game Changer for Tailored Treatments?
Markus Bertl, Alan Mott, Salvatore Sinno +1
The digitization of healthcare presents numerous challenges, including the complexity of biological systems, vast data generation, and the need for personalized treatment plans. Tr…
Implementing Large Quantum Boltzmann Machines as Generative AI Models for Dataset Balancing
Salvatore Sinno, Markus Bertl, Arati Sahoo +3
This study explores the implementation of large Quantum Restricted Boltzmann Machines (QRBMs), a key advancement in Quantum Machine Learning (QML), as generative models on D-Wave's…
Performance of Commercial Quantum Annealing Solvers for the Capacitated Vehicle Routing Problem
Salvatore Sinno, Thomas Groß, Alan Mott +4
Quantum annealing (QA) is a heuristic search algorithm that can run on Adiabatic Quantum Computation (AQC) processors to solve combinatorial optimization problems. Although theoret…
Adversarial attacks on hybrid classical-quantum Deep Learning models for Histopathological Cancer Detection
Biswaraj Baral, Reek Majumdar, Bhavika Bhalgamiya +1
We present an effective application of quantum machine learning in histopathological cancer detection. The study here emphasizes two primary applications of hybrid classical-quantu…
Histopathological Cancer Detection Using Hybrid Quantum Computing
Reek Majumdar, Biswaraj Baral, Bhavika Bhalgamiya +1
We present an effective application of quantum machine learning in the field of healthcare. The study here emphasizes on a classification problem of a histopathological cancer dete…
Example Exact Solutions of the Time-independent Gross-Pitaevskii and Schrödinger Equations
Bhavika Bhalgamiya, M. A. Novotny
A prescription is given to obtain some exact results for certain external potentials of the time-independent Gross-Pitaevskii and Schrödinger equations. Th…
Benchmarking quantum annealers using symmetries in embedded subgraphs
Dilina Perera, Bhavika Bhalgamiya, M. A. Novotny
We investigate an efficient, generic method for evaluating the performance of quantum annealing devices that does not require the prior knowledge of the true ground state of the be…