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Volker Roth

Departement of Mathematics and Computer Science, University of Basel, Switzerland

5 papers hereh-index 387.5k citations108 works total

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

author position
  • first author1
  • middle author1
  • last author3

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • cs.CR2
  • cs.LG1
  • cs.NI1
  • stat.ML1
affiliations
  • Departement of Mathematics and Computer Science, University of Basel, Switzerland
same name
  • Volker Roth — 17 papers, h 23
  • Volker Roth — 6 papers, h 5
  • Volker Roth — 4 papers, h 1
  • Volker Roth — 1 paper, h 4

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20132023
most citedBeyond Sparsity: Tree Regularization of Deep Models for Interpretability

104 citations · 124 across the 5 of their papers we have counts for

collaborators
Showing 2017Show all

1 paper · 1 filter

stat.ML2017★ 104 cited

Beyond Sparsity: Tree Regularization of Deep Models for Interpretability

Mike Wu, Michael C. Hughes, Sonali Parbhoo +3

The lack of interpretability remains a key barrier to the adoption of deep models in many applications. In this work, we explicitly regularize deep models so human users might step…

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