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Guillaume Garrigos

17 papers hereh-index 10698 citations20 works total

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

author position
  • sole author1
  • first author6
  • middle author9
  • last author1

Across the 17 of 17 papers where every author was matched, so the position is known.

fields
  • math.OC13
  • cs.LG3
  • stat.ML1
same name
  • Guillaume Garrigos — 4 papers, h 2

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
20142025
most citedSplitting methods with variable metric for KL functions

185 citations · 295 across the 17 of their papers we have counts for

collaborators
Showing 2014Show all

2 papers · 1 filter

math.OC2014★ 24 cited

A dynamic gradient approach to Pareto optimization with nonsmooth convex objective functions

Hedy Attouch, Guillaume Garrigos, Xavier Goudou

In a general Hilbert framework, we consider continuous gradient-like dynamical systems for constrained multiobjective optimization involving non-smooth convex objective functions.…

math.OC2014★ 185 cited

Splitting methods with variable metric for KL functions

Pierre Frankel, Guillaume Garrigos, Juan Peypouquet

We study the convergence of general abstract descent methods applied to a lower semicontinuous nonconvex function f that satisfies the Kurdyka-Lojasiewicz inequality in a Hilbert s…

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