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Winfried Lotzsch

3 papers hereh-index 229 citations3 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2
  • middle author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.CV1
  • cs.LG1
  • physics.atom-ph1

identity via Semantic Scholar / OpenAlex

most citedLearning the Solution Operator of Boundary Value Problems using Graph Neural Networks

7 citations · 7 across the 3 of their papers we have counts for

collaborators

3 papers

cs.CV2022

WISE: Whitebox Image Stylization by Example-based Learning

Winfried Lötzsch, Max Reimann, Martin Büssemeyer +3

Image-based artistic rendering can synthesize a variety of expressive styles using algorithmic image filtering. In contrast to deep learning-based methods, these heuristics-based f…

physics.atom-ph2022

Towards Learning Self-Organized Criticality of Rydberg Atoms using Graph Neural Networks

Simon Ohler, Daniel Brady, Winfried Lötzsch +2

Self-Organized Criticality (SOC) is a ubiquitous dynamical phenomenon believed to be responsible for the emergence of universal scale-invariant behavior in many, seemingly unrelate…

cs.LG2022★ 7 cited

Learning the Solution Operator of Boundary Value Problems using Graph Neural Networks

Winfried Lötzsch, Simon Ohler, Johannes S. Otterbach

As an alternative to classical numerical solvers for partial differential equations (PDEs) subject to boundary value constraints, there has been a surge of interest in investigatin…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.