7 citations · 15 across the 7 of their papers we have counts for
7 papers
QSentry: Backdoor Detection for Quantum Neural Networks via Measurement Clustering
Shuolei Wang, Zimeng Xiao, Jinjing Shi +3
Quantum neural networks (QNNs) are an important model for implementing quantum machine learning (QML), while they demonstrate a high degree of vulnerability to backdoor attacks sim…
QAMA: Scalable Quantum Annealing Multi-Head Attention Operator for Deep Learning
Peng Du, Jinjing Shi, Wenxuan Wang +3
Attention mechanisms underpin modern deep learning, while the quadratic time and space complexity limit scalability for long sequences. To address this, Quantum Annealing Multi-Hea…
Personalized Quantum Federated Learning for Privacy Image Classification
Jinjing Shi, Tian Chen, Shichao Zhang +1
Quantum federated learning has brought about the improvement of privacy image classification, while the lack of personality of the client model may contribute to the suboptimal of…
QuanTest: Entanglement-Guided Testing of Quantum Neural Network Systems
Jinjing Shi, Zimeng Xiao, Heyuan Shi +2
Quantum Neural Network (QNN) combines the Deep Learning (DL) principle with the fundamental theory of quantum mechanics to achieve machine learning tasks with quantum acceleration.…
GQHAN: A Grover-inspired Quantum Hard Attention Network
Ren-Xin Zhao, Jinjing Shi, Xuelong Li
Numerous current Quantum Machine Learning (QML) models exhibit an inadequacy in discerning the significance of quantum data, resulting in diminished efficacy when handling extensiv…
QKSAN: A Quantum Kernel Self-Attention Network
Ren-Xin Zhao, Jinjing Shi, Xuelong Li
Self-Attention Mechanism (SAM) excels at distilling important information from the interior of data to improve the computational efficiency of models. Nevertheless, many Quantum Ma…
Delegated variational quantum algorithms based on quantum homomorphic encryption
Qin Li, Junyu Quan, Jinjing Shi +2
Variational quantum algorithms (VQAs) are considered as one of the most promising candidates for achieving quantum advantages on quantum devices in the noisy intermediate-scale qua…