3 papers
quant-ph2025
Entangled mixed-state datasets generation by quantum machine learning
Ruibin Xu, Zheng Zheng, Yanying Liang +1
The advancement of classical machine learning is inherently linked to the establishment and progression of classical dataset. In quantum machine learning (QML), there is an analogo…
quant-ph2024
Polygamy relations for tripartite and multipartite quantum systems
Yanying Liang, Haozhen Situ, Zhu-Jun Zheng
We study the polygamy property for tripartite and multipartite quantum systems. In tripartite system, we build a solution set for polygamy in tripartite system and find a lower bou…
quant-ph2024
Learnability of a hybrid quantum-classical neural network for graph-structured quantum data
Yanying Liang, Sile Tang, Zhehao Yi +2
Graph-structured data commonly arise in many real-world applications, and this extends naturally into the quantum setting, where quantum data with inherent graph structures are fre…