Beyond Bits: A Review of Quantum Embedding Techniques for Efficient Information Processing

MA Khan, MN Aman, B Sikdar - IEEE Access, 2024 - ieeexplore.ieee.org
The existing body of research on quantum embedding techniques is not only confined in
scope but also lacks a comprehensive understanding of the intricacies of the quantum …

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 …

Generalized Quantum Convolution for Multidimensional Data

M Jeng, A Nobel, V Jha, D Levy, D Kneidel… - Entropy, 2023 - mdpi.com
The convolution operation plays a vital role in a wide range of critical algorithms across
various domains, such as digital image processing, convolutional neural networks, and …

Multidimensional Quantum Convolution with Arbitrary Filtering and Unity Stride

M Jeng, MAI Nobel, V Jha, D Levy… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Convolution is a fundamental operation in many critical algorithms across various domains,
such as digital image processing, convolutional neural networks, and quantum machine …

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 …

Quantum Wave Packet Transforms with compact frequency support

H Ni, L Ying - arXiv preprint arXiv:2405.00929, 2024 - arxiv.org
Different kinds of wave packet transforms are widely used for extracting multi-scale
structures in signal processing tasks. This paper introduces the quantum circuit …

Practical Applications of Quantum Computing

E El-Araby, M Chaudhary, IU Islam… - … and Applications in …, 2024 - books.google.com
With the rapid advancement of quantum computing technology, there is a strong motivation
to explore suitable practical applications for quantum algorithms and quantum computers …

[PDF][PDF] Preserving Data Locality in Multidimensional Variational Quantum Classification

M Jeng, MAI Nobel, V Jha, D Levy… - The International …, 2023 - sc23.supercomputing.org
In classical machine learning, the convolution operation is leveraged in the eponymous
class of convolutional neural networks (CNNs) for capturing the spatial and/or temporal …

[PDF][PDF] Towards Scalable Quantum Simulation on Wafer-Scale Engines

B Phillips, D Kneidel, A Nobel, E El-Araby - linklings-public.s3.us-east-1 …
• Data for 1x1 PE was extrapolated for n> 8• Simulator SDK struggled to handle qubit count
larger than 8• Throughput stayed constant and close to 98MB per second• At 12 qubits …