Quantum Inception Score

arXiv:2311.12163v2 Announce Type: replace-cross
Abstract: Motivated by the great success of classical generative models in machine learning, enthusiastic exploration of their quantum version has recently started. To depart on this journey, it is important to develop a relevant metric to evaluate the quality of quantum generative models; in the classical case, one such example is the inception score. In this paper, we propose the quantum inception score, which relates the quality to the Holevo information of the quantum channel that …

abstract arxiv case cond-mat.stat-mech cs.lg example exploration generative generative models journey machine machine learning quality quant-ph quantum stat.ml success type