Cryptosystem for Grid Data Based on Quantum Convolutional Neural Networks and Quantum Chaotic Map
Sign Up to like & getrecommendations! Published in 2021 at "International Journal of Theoretical Physics"
DOI: 10.1007/s10773-021-04733-z
Abstract: Motivated by the existing circuit model of quantum convolutional neural network, a new quantum convolutional neural network circuit model is devised, which is combined with quantum chaotic map to construct a symmetric cryptosystem. Quantum chaotic… read more here.
Keywords: quantum chaotic; cryptosystem; quantum convolutional; convolutional neural ... See more keywords
New optimal asymmetric quantum codes and quantum convolutional codes derived from constacyclic codes
Sign Up to like & getrecommendations! Published in 2019 at "Quantum Information Processing"
DOI: 10.1007/s11128-018-2156-7
Abstract: In this paper, some families of asymmetric quantum codes and quantum convolutional codes that satisfy the quantum Singleton bound are constructed by utilizing constacyclic codes with length $$n=\frac{q^2+1}{10h}$$n=q2+110h, where q is an odd prime power… read more here.
Keywords: quantum convolutional; convolutional codes; codes quantum; asymmetric quantum ... See more keywords
Fourier series guided design of quantum convolutional neural networks for enhanced time series forecasting
Sign Up to like & getrecommendations! Published in 2024 at "Physica Scripta"
DOI: 10.1088/1402-4896/ae1335
Abstract: In this work, we explore the application of 1D quantum convolutional layers for time series forecasting, framing the problem within the context of machine learning and quantum circuit expressivity. By encoding multiple time steps as… read more here.
Keywords: time; series forecasting; series; time series ... See more keywords
Enhanced Quantum Convolutional Neural Network for Signature Authentication in Consumer Products
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Consumer Electronics"
DOI: 10.1109/tce.2024.3509624
Abstract: Product tracking applications utilize the Internet of Things and cyber-physical systems to identify permitted or unauthorized user intrusions into the system. Classical machine learning algorithms cannot detect every risk in an environment that evolves constantly… read more here.
Keywords: convolutional neural; enhanced quantum; signature; quantum convolutional ... See more keywords
Leveraging Data Locality in Quantum Convolutional Classifiers
Sign Up to like & getrecommendations! Published in 2024 at "Entropy"
DOI: 10.3390/e26060461
Abstract: 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 (CNNs) are classical ML architectures that exploit data locality and… read more here.
Keywords: data locality; quantum convolutional; leveraging data; locality quantum ... See more keywords