Shi-Ju Ran

Quantum image classifier with single photons

2020 · arXiv (Cornell University)

Machine learning, with promising applications in quantum computation, has been introduced to a variety of quantum mechanical platforms, where its interplay with quantum physics offers exciting prospects toward quantum advantages. A central difficulty, however, lies …

Matrix-Product Entanglement Characterizing the Optimality of State-Preparation Quantum Circuits

2025 · Physical Review Letters

Multipartite entanglement offers a powerful framework for understanding the complex collective phenomena in quantum many-body systems that are often beyond the description of conventional bipartite entanglement measures. Here, we propose a class of multipartite entanglement …