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H. Janati

10 papers hereh-index 111.7k citations19 works total

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

author position
  • first author7
  • middle author3

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • stat.ML7
  • eess.AS1
  • math.ST1
  • quant-ph1

identity via Semantic Scholar / OpenAlex

activity
20182024
most citedEntropic Optimal Transport between Unbalanced Gaussian Measures has a Closed Form

42 citations · 76 across the 8 of their papers we have counts for

collaborators
Showing 2020Show all

2 papers · 1 filter

stat.ML2020★ 13 cited

Debiased Sinkhorn barycenters

Hicham Janati, Marco Cuturi, Alexandre Gramfort

Entropy regularization in optimal transport (OT) has been the driver of many recent interests for Wasserstein metrics and barycenters in machine learning. It allows to keep the app…

math.ST2020★ 42 cited

Entropic Optimal Transport between Unbalanced Gaussian Measures has a Closed Form

Hicham Janati, Boris Muzellec, Gabriel Peyré +1

Although optimal transport (OT) problems admit closed form solutions in a very few notable cases, e.g. in 1D or between Gaussians, these closed forms have proved extremely fecund f…

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