Generative adversarial networks Archives - IEEE Transactions on Quantum Engineering

Hybrid Quantum–Classical Generative Adversarial Network for High-Resolution Image Generation

September 26, 2023Shu Lok TsangQuantum ComputingGenerative adversarial networks, Generators, Image resolution, Image synthesis, Quantum computing, Task analysis, Training

Quantum machine learning (QML) has received increasing attention due to its potential to outperform classical machine learning methods in problems, such as classification and identification tasks. A subclass of QML methods is quantum generative adversarial networks (QGANs), which have been studied as a quantum counterpart of classical GANs widely used in image manipulation and generation […]

Quantum Generative Models for Small Molecule Drug Discovery

Existing drug discovery pipelines take 5–10 years and cost billions of dollars. Computational approaches aim to sample from regions of the whole molecular and solid-state compounds called chemical space, which could be on the order of 1060. Deep generative models can model the underlying probability distribution of both the physical structures and property of drugs and […]