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Y. Pequignot

5 papers hereh-index 4135 citations9 works total

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

author position
  • middle author4
  • last author1

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

fields
  • cs.LG3
  • cs.AI1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20212026
most citedHow to Certify Machine Learning Based Safety-critical Systems? A Systematic Literature Review

91 citations · 100 across the 5 of their papers we have counts for

collaborators
Showing 2021Show all

2 papers · 1 filter

cs.LG2021★ 2 cited

Partial Order in Chaos: Consensus on Feature Attributions in the Rashomon Set

Gabriel Laberge, Yann Pequignot, Alexandre Mathieu +2

Post-hoc global/local feature attribution methods are progressively being employed to understand the decisions of complex machine learning models. Yet, because of limited amounts o…

cs.LG2021★ 91 cited

How to Certify Machine Learning Based Safety-critical Systems? A Systematic Literature Review

Florian Tambon, Gabriel Laberge, Le An +7

Context: Machine Learning (ML) has been at the heart of many innovations over the past years. However, including it in so-called 'safety-critical' systems such as automotive or aer…

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