- Benedetti et al., 2019, Parameterized quantum circuits as machine learning models
- Havlicek et al., 2019, Supervised learning with quantum enhanced feature spaces
- Orus, Mugel, Lizaso, 2019, Quantum computing for finance: Overview and prospects
- Tacchino et al., 2019, An artificial neuron implemented on an actual quantum processor
- Verdon et al., 2019, Learning to learn with quantum neural networks via classical neural networks
- Verdon et al. 2019, Quantum Graph Neural Networks
- Wang et al., 2019, Quantized Generative Adversarial Network
- Zoufal, Lucchi and Werner, 2019, Quantum Generative Adversarial Networks for learning and loading random distributions