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Werner Krebs

3 papers hereh-index 17 citations3 works total

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

author position
  • middle author3

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

fields
  • cs.LG2
  • cs.AI1

identity via Semantic Scholar / OpenAlex

most citedGenerative Design of a Gas Turbine Combustor Using Invertible Neural Networks

4 citations · 4 across the 3 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2026

Generative Inverse Design with Abstention via Diagonal Flow Matching

Miguel de Campos, Werner Krebs, Hanno Gottschalk

Inverse design aims to find design parameters x achieving target performance y∗. Generative approaches learn bidirectional mappings between designs and labels, enabling divers…

cs.LG2026

How well do generative models solve inverse problems? A benchmark study

Patrick Krüger, Patrick Materne, Werner Krebs +1

Generative learning generates high dimensional data based on low dimensional conditions, also called prompts. Therefore, generative learning algorithms are eligible for solving (Ba…

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