L
Lorenz Richter
Researcher at Free University of Berlin
Publications - 18
Citations - 185
Lorenz Richter is an academic researcher from Free University of Berlin. The author has contributed to research in topics: Computer science & Importance sampling. The author has an hindex of 5, co-authored 11 publications receiving 100 citations. Previous affiliations of Lorenz Richter include Brandenburg University of Technology.
Papers
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Deep-learning-based visual inspection of facets and p-sides for efficient quality control of diode lasers
Christof Zink,M. Ekterai,Dominik Martin,William Clemens,Lorenz Richter,Paul Crump,Andrea Knigge +6 more
TL;DR: In this paper , a deep learning based defect detection algorithm that builds on a Faster Regional Convolutional Neural Network (Faster R-CNN) as a core component is proposed.
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Improved sampling via learned diffusions
TL;DR: In this paper , a variational formulation based on divergences between path space measures of time-reversed diffusion processes is proposed, which leads to practical losses that can be optimized by gradient-based algorithms.
Journal ArticleDOI
Transgressing the boundaries: towards a rigorous understanding of deep learning and its (non-)robustness
Carsten Hartmann,Lorenz Richter +1 more
TL;DR: In this article , the authors review robustness issues of deep learning and particularly bridge concerns and attempts from approximation theory to statistical learning theory, and review Bayesian deep learning as a means for uncertainty quantification and rigorous explainability.