1 citations · 1 across the 2 of their papers we have counts for
2 papers
cond-mat.stat-mech2026
Reconstruction of spin structures from topological charge distributions via generative neural network systems
Kyra H. M. Klos, Jan Disselhoff, Michael Wand +2
Localized topological defects inherently possess a multiscale character. While their microstructure configuration depends on the specific physical system, their topological feature…
cs.LG2022★ 1 cited
Nonlinear Advantage: Trained Networks Might Not Be As Complex as You Think
Christian H. X. Ali Mehmeti-Göpel, Jan Disselhoff
We perform an empirical study of the behaviour of deep networks when fully linearizing some of its feature channels through a sparsity prior on the overall number of nonlinear unit…