5 papers
An Online Approach for Entanglement Verification Using Classical Shadows
Marwa Marso, Sabrina Herbst, Jadwiga Wilkens +3
Quantum measurements are slow, while classical processors are fast, yet existing hybrid protocols never exploit this asymmetry. In this work, we propose an alternative formulation…
Qubit-Efficient QUBO Formulation for Constrained Optimization Problems
Meerzhan Kanatbekova, Vincenzo De Maio, Ivona Brandic
Quantum computing has emerged as a promising alternative for solving combinatorial optimization problems. The standard approach for encoding optimization problems on quantum proces…
Breaking Down Quantum Compilation: Profiling and Identifying Costly Passes
Felix Zilk, Alessandro Tundo, Vincenzo De Maio +1
With the increasing capabilities of quantum systems, the efficient, practical execution of quantum programs is becoming more critical. Each execution includes compilation time, whi…
Exploring Channel Distinguishability in Local Neighborhoods of the Model Space in Quantum Neural Networks
Sabrina Herbst, Sandeep Suresh Cranganore, Vincenzo De Maio +1
With the increasing interest in Quantum Machine Learning, Quantum Neural Networks (QNNs) have emerged and gained significant attention. These models have, however, been shown to be…
Paving the Way to Hybrid Quantum-Classical Scientific Workflows
Sandeep Suresh Cranganore, Vincenzo De Maio, Ivona Brandic +1
The increasing growth of data volume, and the consequent explosion in demand for computational power, are affecting scientific computing, as shown by the rise of extreme data scien…