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quant-ph2026
Guaranteeing Privacy in Hybrid Quantum Learning through Theoretical Mechanisms
Hoang M. Ngo, Tre' R. Jeter, Incheol Shin +3
Quantum Machine Learning (QML) is becoming increasingly prevalent due to its potential to enhance classical machine learning (ML) tasks, such as classification. Although quantum no…
quant-ph2023
QOMIC: Quantum optimization for motif identification
Hoang M. Ngo, Tamim Khatib, My T. Thai +1
Network motif identification problem aims to find topological patterns in biological networks. Identifying non-overlapping motifs is a computationally challenging problem using cla…
quant-ph2023
ATOM: An Efficient Topology Adaptive Algorithm for Minor Embedding in Quantum Computing
Hoang M. Ngo, Tamer Kahveci, My T. Thai
Quantum annealing (QA) has emerged as a powerful technique to solve optimization problems by taking advantages of quantum physics. In QA process, a bottleneck that may prevent QA t…