Karl Jansen

Quantum convolutional neural networks for jet images classification

Abstract Recently, interest in quantum computing has significantly increased, driven by its potential advantages over classical techniques. Quantum machine learning (QML) exemplifies one of the important quantum computing applications that are expected to surpass classical machin...

Convergence and efficiency proof of quantum imaginary time evolution for bounded order systems

Abstract Many current and near-future applications of quantum computing utilise parametric families of quantum circuits and variational methods that can suffer from obstacles including non-convergence to the global minimum due to local minima, critical slowing down, or exponentia...