Eric R. Anschuetz

Enhancing Generative Models via Quantum Correlations

2022 · Physical Review X

Generative modeling using samples drawn from the probability distribution constitutes a powerful approach for unsupervised machine learning. Quantum mechanical systems can produce probability distributions that exhibit quantum correlations which are difficult to capture using classical …

Interpretable Quantum Advantage in Neural Sequence Learning

2022 · arXiv (Cornell University)

Quantum neural networks have been widely studied in recent years, given their potential practical utility and recent results regarding their ability to efficiently express certain classical data. However, analytic results to date rely on assumptions …