Optimizing Multidimensional Pooling for Variational Quantum Algorithms

M Jeng, A Nobel, V Jha, D Levy, D Kneidel… - Algorithms, 2024 - mdpi.com
Convolutional neural networks (CNNs) have proven to be a very efficient class of machine
learning (ML) architectures for handling multidimensional data by maintaining data locality …

Leveraging Data Locality in Quantum Convolutional Classifiers

M Jeng, A Nobel, V Jha, D Levy, D Kneidel… - Entropy, 2024 - mdpi.com
Quantum computing (QC) has opened the door to advancements in machine learning (ML)
tasks that are currently implemented in the classical domain. Convolutional neural networks …