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Nicolas Berkouk

9 papers hereh-index 6149 citations15 works total

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

author position
  • sole author2
  • first author5
  • last author2

Across the 9 of 9 papers where every author was matched, so the position is known.

fields
  • math.AT7
  • cs.LG2

identity via Semantic Scholar / OpenAlex

activity
20182023
most citedEphemeral persistence modules and distance comparison

25 citations · 43 across the 9 of their papers we have counts for

collaborators
Showing 2021 · cs.LGShow all

1 paper · 2 filters

cs.LG2021★ 6 cited

Persformer: A Transformer Architecture for Topological Machine Learning

Raphael Reinauer, Matteo Caorsi, Nicolas Berkouk

One of the main challenges of Topological Data Analysis (TDA) is to extract features from persistent diagrams directly usable by machine learning algorithms. Indeed, persistence di…

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