Quantum computing and quantum neural networks: their foundation, optimisation, and application

Quantum computing and quantum neural networks: their foundation, optimisation, and application

<p>Quantum computing is a fascinating discipline, combining the laws of quantum physics with the practicalities of computing. Certain problems could potentially be solved faster on quantum computers, and researchers hope to use them to solve difficult problems in industries such as healthcare...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awdur:	Pointing, J
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	2024
Pynciau:	Quantum machine learning Quantum computing Computer science Deep learning (machine learning) Artificial intelligence Neural networks (computer science) Physics

Eitemau Tebyg

Reflection equivariant quantum neural networks for enhanced image classification
gan: Maxwell T West, et al.
Cyhoeddwyd: (2023-01-01)

Accurate Image Multi-Class Classification Neural Network Model with Quantum Entanglement Approach
gan: Farina Riaz, et al.
Cyhoeddwyd: (2023-03-01)

Quantum cloud computing: Trends and challenges
gan: Muhammed Golec, et al.
Cyhoeddwyd: (2024-11-01)

Reconstructing quantum states with quantum reservoir networks
gan: Ghosh, Sanjib, et al.
Cyhoeddwyd: (2021)

Quantum Error Mitigation With Artificial Neural Network
gan: Changjun Kim, et al.
Cyhoeddwyd: (2020-01-01)

An Overview of Quantum Machine Learning Research in China
gan: Luning Li, et al.
Cyhoeddwyd: (2025-02-01)

Optimizing quantum convolutional neural network architectures for arbitrary data dimension
gan: Changwon Lee, et al.
Cyhoeddwyd: (2025-03-01)

General implementation of quantum physics-informed neural networks
gan: Shashank Reddy Vadyala, et al.
Cyhoeddwyd: (2023-07-01)

A Comparison between Invariant and Equivariant Classical and Quantum Graph Neural Networks
gan: Roy T. Forestano, et al.
Cyhoeddwyd: (2024-02-01)

Key questions for the quantum machine learner to ask themselves
gan: Nathan Wiebe
Cyhoeddwyd: (2020-01-01)

User trajectory prediction in mobile wireless networks using quantum reservoir computing
gan: Zoubeir Mlika, et al.
Cyhoeddwyd: (2023-09-01)

Quantum geometric machine learning for quantum circuits and control
gan: Elija Perrier, et al.
Cyhoeddwyd: (2020-01-01)

ℤ<sub>2</sub> × ℤ<sub>2</sub> Equivariant Quantum Neural Networks: Benchmarking against Classical Neural Networks
gan: Zhongtian Dong, et al.
Cyhoeddwyd: (2024-03-01)

Quantum deep transfer learning
gan: Longhan Wang, et al.
Cyhoeddwyd: (2021-01-01)

Retrieving past quantum features with deep hybrid classical-quantum reservoir computing
gan: Johannes Nokkala, et al.
Cyhoeddwyd: (2024-01-01)

Quantum Physics-Informed Neural Networks
gan: Corey Trahan, et al.
Cyhoeddwyd: (2024-07-01)

Trends in quantum reinforcement learning: State-of-the-arts and the road ahead
gan: Soohyun Park, et al.
Cyhoeddwyd: (2024-10-01)

Quantum Computing for Healthcare: A Review
gan: Raihan Ur Rasool, et al.
Cyhoeddwyd: (2023-02-01)

Guided quantum compression for high dimensional data classification
gan: Vasilis Belis, et al.
Cyhoeddwyd: (2024-01-01)

On a quantum inspired approach to train machine learning models
gan: Jean Michel Sellier
Cyhoeddwyd: (2023-12-01)

Quantum-Assisted Cluster Analysis on a Quantum Annealing Device
gan: Florian Neukart, et al.
Cyhoeddwyd: (2018-06-01)

Dynamic Quantum Federated Learning for Satellite-Ground Integrated Systems Using Slimmable Quantum Neural Networks
gan: Soohyun Park, et al.
Cyhoeddwyd: (2024-01-01)

Hybrid Quantum–Classical Neural Networks for Efficient MNIST Binary Image Classification
gan: Deepak Ranga, et al.
Cyhoeddwyd: (2024-11-01)

Hybrid Quantum Technologies for Quantum Support Vector Machines
gan: Filippo Orazi, et al.
Cyhoeddwyd: (2024-01-01)

Regressions on quantum neural networks at maximal expressivity
gan: Iván Panadero, et al.
Cyhoeddwyd: (2024-12-01)

Quantum Vision Transformers for Quark–Gluon Classification
gan: Marçal Comajoan Cara, et al.
Cyhoeddwyd: (2024-05-01)

Algorithmic models in quantum mechanics
gan: Rocchetto, A
Cyhoeddwyd: (2019)

Hardening quantum machine learning against adversaries
gan: Nathan Wiebe, et al.
Cyhoeddwyd: (2018-01-01)

Do quantum models make good generative learners?
gan: Gili, K
Cyhoeddwyd: (2023)

Machine learning and quantum computing for 5G/6G communication networks - A survey
gan: Suriya M
Cyhoeddwyd: (2022-01-01)

A Grover-search based quantum learning scheme for classification
gan: Yuxuan Du, et al.
Cyhoeddwyd: (2021-01-01)

Quantum Computing Applications in Future Colliders
gan: Heather M. Gray, et al.
Cyhoeddwyd: (2022-05-01)

Hybrid Quantum Neural Network Approaches to Protein–Ligand Binding Affinity Prediction
gan: Maria Avramouli, et al.
Cyhoeddwyd: (2024-07-01)

Quantum Computing in Medicine
gan: James C. L. Chow
Cyhoeddwyd: (2024-11-01)

Comparing Classical and Quantum Generative Learning Models for High-Fidelity Image Synthesis
gan: Siddhant Jain, et al.
Cyhoeddwyd: (2023-12-01)

Bayesian Quantum Neural Networks
gan: Nam Nguyen, et al.
Cyhoeddwyd: (2022-01-01)

Quantum model learning agent: characterisation of quantum systems through machine learning
gan: Brian Flynn, et al.
Cyhoeddwyd: (2022-01-01)

Universal adversarial perturbations for multiple classification tasks with quantum classifiers
gan: Yun-Zhong Qiu
Cyhoeddwyd: (2023-01-01)

Quantum Adversarial Transfer Learning
gan: Longhan Wang, et al.
Cyhoeddwyd: (2023-07-01)

Quantum Machine Learning Applications in the Biomedical Domain: A Systematic Review
gan: Danyal Maheshwari, et al.
Cyhoeddwyd: (2022-01-01)