15 citations · 65 across the 17 of their papers we have counts for
4 papers · 1 filter
Machine learning optimization of Majorana hybrid nanowires
Matthias Thamm, Bernd Rosenow
As the complexity of quantum systems such as quantum bit arrays increases, efforts to automate expensive tuning are increasingly worthwhile. We investigate machine learning based t…
One-particle entanglement for one dimensional spinless fermions after an interaction quantum quench
Matthias Thamm, Harini Radhakrishnan, Hatem Barghathi +2
Particle entanglement provides information on quantum correlations in systems of indistinguishable particles. Here, we study the one particle entanglement entropy for an integrable…
Boundary between noise and information applied to filtering neural network weight matrices
Max Staats, Matthias Thamm, Bernd Rosenow
Deep neural networks have been successfully applied to a broad range of problems where overparametrization yields weight matrices which are partially random. A comparison of weight…
Random matrix analysis of deep neural network weight matrices
Matthias Thamm, Max Staats, Bernd Rosenow
Neural networks have been used successfully in a variety of fields, which has led to a great deal of interest in developing a theoretical understanding of how they store the inform…