712 citations · 842 across the 7 of their papers we have counts for
7 papers
Testing measurement-based computational phases of quantum matter on a quantum processor
Ryohei Weil, Dmytro Bondarenko, Arnab Adhikary +1
Many symmetry protected or symmetry enriched phases of quantum matter have the property that every ground state in a given such phase endows measurement based quantum computation w…
Measurement-based quantum machine learning
Luis Mantilla Calderón, Robert Raussendorf, Polina Feldmann +1
Quantum machine learning (QML) leverages quantum computing for classical inference, furnishes the processing of quantum data with machine-learning methods, and provides quantum alg…
Learning Quantum Processes with Memory -- Quantum Recurrent Neural Networks
Dmytro Bondarenko, Robert Salzmann, Viktoria-S. Schmiesing
Recurrent neural networks play an important role in both research and industry. With the advent of quantum machine learning, the quantisation of recurrent neural networks has becom…
Constructing k-local parent Lindbladians for matrix product density operators
Dmytro Bondarenko
Matrix product density operators (MPDOs) are an important class of states with interesting properties. Consequently, it is important to understand how to prepare these states exper…
Quantum autoencoders to denoise quantum data
Dmytro Bondarenko, Polina Feldmann
Entangled states are an important resource for quantum computation, communication, metrology, and the simulation of many-body systems. However, noise limits the experimental prepar…
Efficient Learning for Deep Quantum Neural Networks
Kerstin Beer, Dmytro Bondarenko, Terry Farrelly +3
Neural networks enjoy widespread success in both research and industry and, with the imminent advent of quantum technology, it is now a crucial challenge to design quantum neural n…
From categories to anyons: a travelogue
Kerstin Beer, Dmytro Bondarenko, Alexander Hahn +8
In this paper we provide an overview of category theory, focussing on applications in physics. The route we follow is motivated by the final goal of understanding anyons and topolo…