Quantum neural network

Quantum Sequential Scattering Model for Quantum State Learning
Learning probability distribution is an essential framework in classical learning theory. As a counterpart, quantum state learning has …
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Quantum Sequential Scattering Model for Quantum State Learning
Quantum self-attention neural networks for text classification
An emerging direction of quantum computing is to establish meaningful quantum applications in various fields of artificial …
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Quantum self-attention neural networks for text classification
Provable Advantage of Parameterized Quantum Circuit in Function Approximation
Understanding the power of parameterized quantum circuits (PQCs) in accomplishing machine learning tasks is one of the most important …
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Provable Advantage of Parameterized Quantum Circuit in Function Approximation
Statistical Analysis of Quantum State Learning Process in Quantum Neural Networks
Quantum neural networks (QNNs) have been a promising framework in pursuing near-term quantum advantage in various fields, where many …
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Statistical Analysis of Quantum State Learning Process in Quantum Neural Networks