Security Aspects of Quantum Machine Learning
P. William, Vivek Parganiha, Dipesh Bhaurao Pardeshi · 2023
Quantum computing has undergone a major spike in recent years. Quantum machine learning, often known as QML, is a fascinating subject of quantum computing that takes advantage of the high-dimensional Hilbert space to acquire richer representations from less input. This is done in order to effectively solve challenging learning tasks. There has not been a lot of research into QML's safety, despite the language's rising popularity. In this research, we analysed where QML could go in terms of hardware security in the future. Furthermore, we expose the vulnerabilities of QML and designing attack models, along with the best practises for fixing them.