4 papers
Machine-Learning-Enhanced Entanglement Detection Under Noisy Quantum Measurements
Mahmoud Mahdian, Ali Babapour-Azar, Zahra Mousavi +1
Quantum measurements are inherently noisy, hindering reliable entanglement detection and limiting the scalability of quantum technologies. While error mitigation and correction str…
Scalable Entanglement Detection in Quantum Systems via Fisher Linear Discriminant Analysis
Mahmoud Mahdian, Zahra Mousavi
Quantum entanglement is the cornerstone of quantum technology and enables quantum devices to outperform classical systems in terms of performance. However, detecting entanglement i…
Optimal entanglement witness of multipartite systems using support vector machine approach
Mahmoud Mahdian, Zahra Mousavi
An entanglement witness (EW) is a Hermitian operator that can distinguish an entangled state from all separable states. We drive and implement a numerical method based on machine l…
Entanglement detection with quantum support vector machine(QSVM) on near-term quantum devices
M. Mahdian, Z. Mousavi
Detecting and quantifying quantum entanglement remain significant challenges in the noisy intermediate-scale quantum (NISQ) era. This study presents the implementation of quantum s…