From the 1 of 3 linked papers with an AI index.
3 papers
Moment Optimization in the Navascués-Pironio-AcÃn Hierarchy
Francesco Flora, Losel Matos, Tim Heightman +3
The paper introduces a scalable method for selecting operator moments in the Navascués‑Pironio‑Acín (NPA) hierarchy using combinatorial optimization techniques, demonstrating impro…
Shallow instantaneous quantum polynomial-time circuits for generative modeling on noisy intermediate-scale quantum hardware
Oriol Balló-Gimbernat, Marcos Arroyo-Sánchez, Paula GarcÃa-Molina +2
Generative modeling is one of the most promising applications of quantum machine learning, yet training and deploying Quantum Generative Models (QGMs) on near-term hardware remains…
Practical insights on the effect of different encodings, ansätze and measurements in quantum and hybrid convolutional neural networks
Jesús Lozano-Cruz, Albert Nieto-Morales, Oriol Balló-Gimbernat +3
This study investigates the design choices of parameterized quantum circuits (PQCs) within quantum and hybrid convolutional neural network (HQNN and QCNN) architectures, applied to…