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A Quantum Neural Network with Built-In Self-Attention Mechanism

Shangshang Shi, Zhimin Wang, Jiaxin Li +6 more

Jan 1, 20250 citations

A quantum neural network with built-in self-attention mechanism

Shangshang Shi, Zhimin Wang, J. X. Li +6 more

NeurocomputingJan 26, 20260 citations

A light-weight quantum self-attention model for classical data classification

Hui Zhang, Qinglin Zhao, Chuangtao Chen

Applied IntelligenceFeb 1, 202418 citations

Quantum-Enhanced Deep Learning Model for Text Classification

ANUMATI MALLIKHARJUN ANUMATI MALLIKHARJUN

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENTJun 1, 20260 citations

Design of a Quantum Self-Attention Neural Network on Quantum Circuits

Jin Yan Zheng, Qing Zhong Gao, Zibo Miao

This paper proposes a quantum self-attention neural network (QSAN) model that can be deployed on quantum circuits, providing a novel avenue to processing text classification tasks in natural language processing (NLP). The QSAN framework is established by integrating four basic blocks: the data preprocessing block, the quantum encoding block, the model design block, and the network optimization block. Simulation results demonstrate remarkable convergence and accuracy on various text classification datasets. In particular, the proposed QSAN surpasses the existing state-of-the-art quantum NLP (QNLP) model in terms of test accuracy.This paper proposes a quantum self-attention neural network (QSAN) model that can be deployed on quantum circuits, providing a novel avenue to processing text classification tasks in natural language processing (NLP). The QSAN framework is established by integrating four basic blocks: the data preprocessing block, the quantum encoding block, the model design block, and the network optimization block. Simulation results demonstrate remarkable convergence and accuracy on various text classification datasets. In particular, the proposed QSAN surpasses the existing state-of-the-art quantum NLP (QNLP) model in terms of test accuracy.

Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and CyberneticsOct 1, 20237 citations

Quantum Neural Networks for Classifying Large-Scale Data

K Thirupathi Reddy, K Raghupathi, Srujan Vannala

Jan 1, 20260 citations

Quantum self-attention neural networks for text classification

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