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researcher

David Steinmann

14 papers hereh-index 6130 citations16 works total

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

author position
  • first author5
  • middle author8

Across the 13 of 14 papers where every author was matched, so the position is known.

fields
  • cs.LG11
  • cs.AI3

identity via Semantic Scholar / OpenAlex

activity
20222026
most citedLearning to Intervene on Concept Bottlenecks

4 citations · 9 across the 13 of their papers we have counts for

collaborators
Showing 2023 · cs.LGShow all

2 papers · 2 filters

cs.LG2023★ 4 cited

Learning to Intervene on Concept Bottlenecks

David Steinmann, Wolfgang Stammer, Felix Friedrich +1

While deep learning models often lack interpretability, concept bottleneck models (CBMs) provide inherent explanations via their concept representations. Moreover, they allow users…

cs.LG2023

One Explanation Does Not Fit XIL

Felix Friedrich, David Steinmann, Kristian Kersting

Current machine learning models produce outstanding results in many areas but, at the same time, suffer from shortcut learning and spurious correlations. To address such flaws, the…

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